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README.md
ADDED
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@@ -0,0 +1,65 @@
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|
| 1 |
+
---
|
| 2 |
+
base_model: EleutherAI/gpt-j-6b
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
license: apache-2.0
|
| 6 |
+
pipeline_tag: text-generation
|
| 7 |
+
library_name: furiosa-llm
|
| 8 |
+
tags:
|
| 9 |
+
- furiosa-ai
|
| 10 |
+
---
|
| 11 |
+
# Model Overview
|
| 12 |
+
- **Model Architecture:** GPT-J
|
| 13 |
+
- **Input:** Text
|
| 14 |
+
- **Output:** Text
|
| 15 |
+
- **Model Optimizations:**
|
| 16 |
+
- Beam search optimization (beam=4) for MLPerf (This model cannot run for greedy search, top-k, top-p)
|
| 17 |
+
- **Maximum Context Length:** 2k tokens
|
| 18 |
+
- Maximum Prompt Length: 1920 tokens
|
| 19 |
+
- Maximum Generation Length: 2048 tokens
|
| 20 |
+
- **Intended Use Cases:** Intended for commercial and non-commercial use. Same as [EleutherAI/gpt-j-6b](https://huggingface.co/EleutherAI/gpt-j-6b), this models is intended for text summarization.
|
| 21 |
+
- **Release Date:** 04/12/2025
|
| 22 |
+
- **Version:** v2025.2
|
| 23 |
+
- **License(s):** [Apache License 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md)
|
| 24 |
+
- **Supported Inference Engine(s):** Furiosa LLM
|
| 25 |
+
- **Supported Hardware Compatibility:** FuriosaAI RNGD
|
| 26 |
+
- **Preferred Operating System(s):** Linux
|
| 27 |
+
- **Fine-tunes:** This model is fine-tuned for text summarization. More details can be found at [Datasets & Models at mlcommons/inferences/gpt-j/README.md](https://github.com/mlcommons/inference/blob/7bf59976b5f4eb7c5b8f30a88af832e028028446/language/gpt-j/README.md#datasets--models)
|
| 28 |
+
- **Quantization:**
|
| 29 |
+
- Tool: Furiosa Model Compressor v0.6.2, included in Furiosa SDK 2025.2
|
| 30 |
+
- Weight: float8, Activation: float8, KV cache: float8
|
| 31 |
+
- Calibration: [cnn_dailymail](https://huggingface.co/datasets/cnn_dailymail) ([instruction](https://github.com/mlcommons/inference/blob/7bf59976b5f4eb7c5b8f30a88af832e028028446/language/gpt-j/README.md#download--process-dataset))
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
## Description:
|
| 35 |
+
This is pre-compiled model of a fine-tuned and quantized version of [EleutherAI/gpt-j-6b](https://huggingface.co/EleutherAI/gpt-j-6b). [cnn_dailymail](https://huggingface.co/datasets/cnn_dailymail) is used for calibration and fine-tuned for text summarization. Detailes about how this model was fine-tuned and calibrated can be found in [mlcommons/inferences/gpt-j/README.md](https://github.com/mlcommons/inference/blob/7bf59976b5f4eb7c5b8f30a88af832e028028446/language/gpt-j/README.md).
|
| 36 |
+
|
| 37 |
+
As mentioned above, this model is fine-tuned for text summarization task.
|
| 38 |
+
Please use the following prompt when using this model and replace the {INPUT} part accordingly:
|
| 39 |
+
```
|
| 40 |
+
Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
|
| 41 |
+
|
| 42 |
+
### Instruction:
|
| 43 |
+
Summarize the following news article:
|
| 44 |
+
|
| 45 |
+
### Input:
|
| 46 |
+
{INPUTS}
|
| 47 |
+
|
| 48 |
+
### Response:
|
| 49 |
+
```
|
| 50 |
+
|
| 51 |
+
## Usage
|
| 52 |
+
|
| 53 |
+
### Furiosa-LLM
|
| 54 |
+
Follow the example command below after [installing Furiosa-LLM and its prerequisites](https://developer.furiosa.ai/latest/en/getting_started/furiosa_llm.html#installing-furiosa-llm).
|
| 55 |
+
|
| 56 |
+
```sh
|
| 57 |
+
furiosa-llm serve furiosa-ai/gpt-j-6b-FP8-MLPerf
|
| 58 |
+
```
|
| 59 |
+
|
| 60 |
+
### MLPerf Benchmark using RNGD
|
| 61 |
+
Follow the example command below after [installing furiosa-mlperf and its prerequisites](https://developer.furiosa.ai/latest/en/getting_started/furiosa_mlperf.html).
|
| 62 |
+
|
| 63 |
+
```sh
|
| 64 |
+
furiosa-mlperf gpt-j-offline furiosa-ai/gpt-j-6b-FP8-MLPerf ./mlperf-result
|
| 65 |
+
```
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn1024-0.safetensors
ADDED
|
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ADDED
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ADDED
|
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ADDED
|
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
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|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn1664-0.safetensors
ADDED
|
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|
|
|
|
|
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|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn1920-0.safetensors
ADDED
|
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|
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|
|
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|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn512-0.safetensors
ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn768-0.safetensors
ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6b2ea5d6db9d6e59e12e42ca7005d6ddd152a22987c52cdd3cb042ae921e481
|
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv0-b1-attn896-0.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
|
|
|
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|
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6b2ea5d6db9d6e59e12e42ca7005d6ddd152a22987c52cdd3cb042ae921e481
|
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size 7155636
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv2047-b128-attn2048-0.safetensors
ADDED
|
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|
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|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:abdd7e7a97908a45e52675eb8ac33b7409fa72e04235287b032ab1f93e0cd2ba
|
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size 7154916
|
add_const_file-Quantized_furiosa_llm_models.gptj.symbolic.mlperf_submission.GPTJForCausalLM-kv2047-b64-attn2048-0.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:abdd7e7a97908a45e52675eb8ac33b7409fa72e04235287b032ab1f93e0cd2ba
|
| 3 |
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size 7154916
|
added_tokens.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"<|extratoken_100|>": 50356,
|
| 3 |
+
"<|extratoken_101|>": 50357,
|
| 4 |
+
"<|extratoken_102|>": 50358,
|
| 5 |
+
"<|extratoken_103|>": 50359,
|
| 6 |
+
"<|extratoken_104|>": 50360,
|
| 7 |
+
"<|extratoken_105|>": 50361,
|
| 8 |
+
"<|extratoken_106|>": 50362,
|
| 9 |
+
"<|extratoken_107|>": 50363,
|
| 10 |
+
"<|extratoken_108|>": 50364,
|
| 11 |
+
"<|extratoken_109|>": 50365,
|
| 12 |
+
"<|extratoken_10|>": 50266,
|
| 13 |
+
"<|extratoken_110|>": 50366,
|
| 14 |
+
"<|extratoken_111|>": 50367,
|
| 15 |
+
"<|extratoken_112|>": 50368,
|
| 16 |
+
"<|extratoken_113|>": 50369,
|
| 17 |
+
"<|extratoken_114|>": 50370,
|
| 18 |
+
"<|extratoken_115|>": 50371,
|
| 19 |
+
"<|extratoken_116|>": 50372,
|
| 20 |
+
"<|extratoken_117|>": 50373,
|
| 21 |
+
"<|extratoken_118|>": 50374,
|
| 22 |
+
"<|extratoken_119|>": 50375,
|
| 23 |
+
"<|extratoken_11|>": 50267,
|
| 24 |
+
"<|extratoken_120|>": 50376,
|
| 25 |
+
"<|extratoken_121|>": 50377,
|
| 26 |
+
"<|extratoken_122|>": 50378,
|
| 27 |
+
"<|extratoken_123|>": 50379,
|
| 28 |
+
"<|extratoken_124|>": 50380,
|
| 29 |
+
"<|extratoken_125|>": 50381,
|
| 30 |
+
"<|extratoken_126|>": 50382,
|
| 31 |
+
"<|extratoken_127|>": 50383,
|
| 32 |
+
"<|extratoken_128|>": 50384,
|
| 33 |
+
"<|extratoken_129|>": 50385,
|
| 34 |
+
"<|extratoken_12|>": 50268,
|
| 35 |
+
"<|extratoken_130|>": 50386,
|
| 36 |
+
"<|extratoken_131|>": 50387,
|
| 37 |
+
"<|extratoken_132|>": 50388,
|
| 38 |
+
"<|extratoken_133|>": 50389,
|
| 39 |
+
"<|extratoken_134|>": 50390,
|
| 40 |
+
"<|extratoken_135|>": 50391,
|
| 41 |
+
"<|extratoken_136|>": 50392,
|
| 42 |
+
"<|extratoken_137|>": 50393,
|
| 43 |
+
"<|extratoken_138|>": 50394,
|
| 44 |
+
"<|extratoken_139|>": 50395,
|
| 45 |
+
"<|extratoken_13|>": 50269,
|
| 46 |
+
"<|extratoken_140|>": 50396,
|
| 47 |
+
"<|extratoken_141|>": 50397,
|
| 48 |
+
"<|extratoken_142|>": 50398,
|
| 49 |
+
"<|extratoken_143|>": 50399,
|
| 50 |
+
"<|extratoken_14|>": 50270,
|
| 51 |
+
"<|extratoken_15|>": 50271,
|
| 52 |
+
"<|extratoken_16|>": 50272,
|
| 53 |
+
"<|extratoken_17|>": 50273,
|
| 54 |
+
"<|extratoken_18|>": 50274,
|
| 55 |
+
"<|extratoken_19|>": 50275,
|
| 56 |
+
"<|extratoken_1|>": 50257,
|
| 57 |
+
"<|extratoken_20|>": 50276,
|
| 58 |
+
"<|extratoken_21|>": 50277,
|
| 59 |
+
"<|extratoken_22|>": 50278,
|
| 60 |
+
"<|extratoken_23|>": 50279,
|
| 61 |
+
"<|extratoken_24|>": 50280,
|
| 62 |
+
"<|extratoken_25|>": 50281,
|
| 63 |
+
"<|extratoken_26|>": 50282,
|
| 64 |
+
"<|extratoken_27|>": 50283,
|
| 65 |
+
"<|extratoken_28|>": 50284,
|
| 66 |
+
"<|extratoken_29|>": 50285,
|
| 67 |
+
"<|extratoken_2|>": 50258,
|
| 68 |
+
"<|extratoken_30|>": 50286,
|
| 69 |
+
"<|extratoken_31|>": 50287,
|
| 70 |
+
"<|extratoken_32|>": 50288,
|
| 71 |
+
"<|extratoken_33|>": 50289,
|
| 72 |
+
"<|extratoken_34|>": 50290,
|
| 73 |
+
"<|extratoken_35|>": 50291,
|
| 74 |
+
"<|extratoken_36|>": 50292,
|
| 75 |
+
"<|extratoken_37|>": 50293,
|
| 76 |
+
"<|extratoken_38|>": 50294,
|
| 77 |
+
"<|extratoken_39|>": 50295,
|
| 78 |
+
"<|extratoken_3|>": 50259,
|
| 79 |
+
"<|extratoken_40|>": 50296,
|
| 80 |
+
"<|extratoken_41|>": 50297,
|
| 81 |
+
"<|extratoken_42|>": 50298,
|
| 82 |
+
"<|extratoken_43|>": 50299,
|
| 83 |
+
"<|extratoken_44|>": 50300,
|
| 84 |
+
"<|extratoken_45|>": 50301,
|
| 85 |
+
"<|extratoken_46|>": 50302,
|
| 86 |
+
"<|extratoken_47|>": 50303,
|
| 87 |
+
"<|extratoken_48|>": 50304,
|
| 88 |
+
"<|extratoken_49|>": 50305,
|
| 89 |
+
"<|extratoken_4|>": 50260,
|
| 90 |
+
"<|extratoken_50|>": 50306,
|
| 91 |
+
"<|extratoken_51|>": 50307,
|
| 92 |
+
"<|extratoken_52|>": 50308,
|
| 93 |
+
"<|extratoken_53|>": 50309,
|
| 94 |
+
"<|extratoken_54|>": 50310,
|
| 95 |
+
"<|extratoken_55|>": 50311,
|
| 96 |
+
"<|extratoken_56|>": 50312,
|
| 97 |
+
"<|extratoken_57|>": 50313,
|
| 98 |
+
"<|extratoken_58|>": 50314,
|
| 99 |
+
"<|extratoken_59|>": 50315,
|
| 100 |
+
"<|extratoken_5|>": 50261,
|
| 101 |
+
"<|extratoken_60|>": 50316,
|
| 102 |
+
"<|extratoken_61|>": 50317,
|
| 103 |
+
"<|extratoken_62|>": 50318,
|
| 104 |
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