Upload folder using huggingface_hub
Browse files- 1_Pooling/config.json +10 -0
- 2_Dense/config.json +1 -0
- 2_Dense/model.safetensors +3 -0
- README.md +436 -3
- added_tokens.json +5 -0
- config.json +33 -0
- config_sentence_transformers.json +13 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- modules.json +20 -0
- optimizer.pt +3 -0
- rng_state_0.pth +3 -0
- rng_state_1.pth +3 -0
- rng_state_2.pth +3 -0
- rng_state_3.pth +3 -0
- scheduler.pt +3 -0
- sentence_bert_config.json +4 -0
- special_tokens_map.json +20 -0
- tokenizer.json +0 -0
- tokenizer_config.json +50 -0
- trainer_state.json +48 -0
- training_args.bin +3 -0
- vocab.json +0 -0
1_Pooling/config.json
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{
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"word_embedding_dimension": 1536,
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"pooling_mode_cls_token": false,
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"pooling_mode_mean_tokens": true,
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"pooling_mode_max_tokens": false,
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"pooling_mode_mean_sqrt_len_tokens": false,
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"pooling_mode_weightedmean_tokens": false,
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"pooling_mode_lasttoken": false,
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"include_prompt": true
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}
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2_Dense/config.json
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{"in_features": 1536, "out_features": 1024, "bias": true, "activation_function": "torch.nn.modules.linear.Identity"}
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2_Dense/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:30f0fe1ab656260da1e1bb1c011173146884d9d8a0fd04354cccec69341d2ed9
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size 6295712
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README.md
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---
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---
|
2 |
+
base_model: dunzhang/stella_en_1.5B_v5
|
3 |
+
datasets: []
|
4 |
+
language: []
|
5 |
+
library_name: sentence-transformers
|
6 |
+
pipeline_tag: sentence-similarity
|
7 |
+
tags:
|
8 |
+
- sentence-transformers
|
9 |
+
- sentence-similarity
|
10 |
+
- feature-extraction
|
11 |
+
- generated_from_trainer
|
12 |
+
- dataset_size:99000
|
13 |
+
- loss:MultipleNegativesSymmetricRankingLoss
|
14 |
+
widget:
|
15 |
+
- source_sentence: 'Instruct: Given a web search query, retrieve relevant passages
|
16 |
+
that answer the query.
|
17 |
+
|
18 |
+
Query: Glay'
|
19 |
+
sentences:
|
20 |
+
- The Theory of Good and Evil is a 1907 book about ethics by the English philosopher
|
21 |
+
Hastings Rashdall, in which the author expounds a theory he calls "ideal utilitarianism".
|
22 |
+
It has been seen as Rashdall's most important philosophical work.
|
23 |
+
- GLAY is a Japanese rock band , formed in Hakodate in 1988 . Glay primarily composes
|
24 |
+
songs in the rock and pop genres , but they have also arranged songs using elements
|
25 |
+
from a wide variety of genres , including punk , electronic , R&B , progressive
|
26 |
+
rock , folk , reggae , gospel , and ska . Originally a visual kei band , the group
|
27 |
+
slowly shifted to less dramatic attire through the years . As of 2008 , Glay had
|
28 |
+
sold an estimated 51 million records ; 28 million singles and 23 million albums
|
29 |
+
, making them one of the top ten best-selling artists of all time in Japan .
|
30 |
+
- Aashirwad is a 1968 Bollywood film , directed by Hrishikesh Mukherjee . The film
|
31 |
+
stars Ashok Kumar and Sanjeev Kumar . The film is notable for its inclusion
|
32 |
+
of a rap-like song performed by Ashok Kumar , `` Rail Gaadi '' .
|
33 |
+
- source_sentence: 'Instruct: Given a web search query, retrieve relevant passages
|
34 |
+
that answer the query.
|
35 |
+
|
36 |
+
Query: Indexing does not work with index package'
|
37 |
+
sentences:
|
38 |
+
- 'I am trying to do indexing with the following code: \documentclass[a4paper]{article} \usepackage{index} \makeindex \newindex{aut}{adx}{and}{Name
|
39 |
+
Index} \begin{document} Hellow \index[aut]{FiRST} \printindex[aut] \end{document} Acccording
|
40 |
+
to documention of the `index` package it should work. But makeindex creates empty
|
41 |
+
`.idx` and `.ind`. If I run code like this: \documentclass[a4paper]{article} \usepackage{index} \makeindex \begin{document} Hellow
|
42 |
+
\index{FiRST} \printindex \end{document} It runs. But I need to have
|
43 |
+
user-defined index. Please help me with it. I''ve searched for several hours on
|
44 |
+
internet, but without success.'
|
45 |
+
- 'Body materials may include, but are not limited to, any of these materials:'
|
46 |
+
- Berberis aemulans is a shrub endemic to the region of Sichuan in southern China.
|
47 |
+
It grows there in thickets and on slopes at elevations of 2900-3200 m.Berberis
|
48 |
+
aemulans is a deciduous shrub up to 2 m tall, with spines along the branches.
|
49 |
+
Leaves are simple, elliptical to ovate, up to 4 cm long, lighter in color on the
|
50 |
+
underside because of a waxy layer. Flowers are in simple racemes of only a few
|
51 |
+
flowers. Berries egg-shaped, orange, up to 16 mm long.
|
52 |
+
- source_sentence: 'Instruct: Given a web search query, retrieve relevant passages
|
53 |
+
that answer the query.
|
54 |
+
|
55 |
+
Query: Parodi''s hemispingus'
|
56 |
+
sentences:
|
57 |
+
- Another event dubbed a "Battle of the Sexes" took place during the 1998 Australian
|
58 |
+
Open[51] between Karsten Braasch and the Williams sisters. Venus and Serena Williams
|
59 |
+
had claimed that they could beat any male player ranked outside the world's top
|
60 |
+
200, so Braasch, then ranked 203rd, challenged them both. Braasch was described
|
61 |
+
by one journalist as "a man whose training regime centered around a pack of cigarettes
|
62 |
+
and more than a couple bottles of ice cold lager".[52][51] The matches took place
|
63 |
+
on court number 12 in Melbourne Park,[53] after Braasch had finished a round of
|
64 |
+
golf and two shandies. He first took on Serena and after leading 5–0, beat her
|
65 |
+
6–1. Venus then walked on court and again Braasch was victorious, this time winning
|
66 |
+
6–2.[54] Braasch said afterwards, "500 and above, no chance". He added that he
|
67 |
+
had played like someone ranked 600th in order to keep the game "fun".[55] Braasch
|
68 |
+
said the big difference was that men can chase down shots much easier, and that
|
69 |
+
men put spin on the ball that the women can't handle. The Williams sisters adjusted
|
70 |
+
their claim to beating men outside the top 350.[51]
|
71 |
+
- The Parodi 's hemispingus ( Hemispingus parodii ) is a species of bird in the
|
72 |
+
family Thraupidae that is endemic to Peru . Its natural habitat is subtropical
|
73 |
+
or tropical moist montane forests .
|
74 |
+
- 'I need help because my Minecraft launcher doesn''t work... It''s been a long
|
75 |
+
time I haven''t played Minecraft and until now it worked nicely. But now that
|
76 |
+
I want to play on it again and I run the launcher, this appears (click images
|
77 |
+
to enlarge): ![enter image description here](http://i.stack.imgur.com/hvD9R.png)
|
78 |
+
At the bottom left of the screen the profile names keep loading (normally my username
|
79 |
+
appears in the box) and as you can see I am unable to click on the "Play" button.
|
80 |
+
I tried creating another profile but it doesn''t work because soon after they
|
81 |
+
ask to enter my Minecraft username and password. The password I entered disappears
|
82 |
+
and it keeps loading (I''ve tried waiting like, 30 minutes and it still doesn''t
|
83 |
+
work) so this is definitely not normal. ![enter image description here](http://i.stack.imgur.com/yDYjX.png)
|
84 |
+
![enter image description here](http://i.stack.imgur.com/4Nf1L.png) ![enter image
|
85 |
+
description here](http://i.stack.imgur.com/T6cJu.png) So basically I can''t play
|
86 |
+
on Minecraft anymore (version 1.7.9)... P.S. I use Windows 7.'
|
87 |
+
- source_sentence: 'Instruct: Given a web search query, retrieve relevant passages
|
88 |
+
that answer the query.
|
89 |
+
|
90 |
+
Query: Mahabharata'
|
91 |
+
sentences:
|
92 |
+
- The epic employs the story within a story structure, otherwise known as frametales,
|
93 |
+
popular in many Indian religious and non-religious works. It is first recited
|
94 |
+
at Takshashila by the sage Vaiśampāyana,[12][13] a disciple of Vyāsa, to the King
|
95 |
+
Janamejaya who is the great-grandson of the Pāṇḍava prince Arjuna. The story is
|
96 |
+
then recited again by a professional storyteller named Ugraśrava Sauti, many years
|
97 |
+
later, to an assemblage of sages performing the 12-year sacrifice for the king
|
98 |
+
Saunaka Kulapati in the Naimiśa Forest.
|
99 |
+
- 'Guncati (Serbian Cyrillic: Гунцати) is a suburban settlement of Belgrade, the
|
100 |
+
capital of Serbia. It is located in the municipality of Barajevo.Guncati is located
|
101 |
+
west of the municipal seat of Barajevo, halfway between the Belgrade-Bar railway
|
102 |
+
and Ibarska magistrala (Highway of Ibar).It is a rural settlement with a steady
|
103 |
+
population growth: from 1,718 (Census 1991) to 2,102 (Census 2002).'
|
104 |
+
- Beck 's Brewery , also known as Brauerei Beck & Co. , is a brewery in the northern
|
105 |
+
German city of Bremen . In 2001 , Interbrew agreed to buy Brauerei Beck for 1.8
|
106 |
+
billion euro ; at that time it was the fourth largest brewer in Germany . US manufacture
|
107 |
+
of Beck 's Brew has been based in St. Louis , Missouri , since early 2012 but
|
108 |
+
some customers have rebelled against the US market version . Since 2008 , it
|
109 |
+
has been owned by the Interbrew subsidiary of Anheuser-Busch InBev SA/NV . The
|
110 |
+
Beck 's Art Label Campaign has offered artists the opportunity to provide designs
|
111 |
+
to replace the brand 's label . It started in London in 1987 with Gilbert and
|
112 |
+
George . The artists created an art label , because Beck 's sponsored their retrospective
|
113 |
+
at the Hayward Gallery . The labels of the 2000 limited edition Beck 's bottles
|
114 |
+
were matching their exhibition poster . Other participants of the Art Label Campaign
|
115 |
+
are members of the loose group `` Young British Artists '' and nominees or winners
|
116 |
+
of the Turner Prize . Damien Hirst for example , designed a label for Beck 's
|
117 |
+
in 1995 , showing his famous spots . In 2000 , Tracey Emin created a label , which
|
118 |
+
shows herself , posing in a bathtub . Furthermore , Rachel Whiteread designed
|
119 |
+
a label in 1993 , presenting her artwork `` house '' , which was also financed
|
120 |
+
by Beck 's . The Art Label Campaign has also been parodied by Matthew Higgs ,
|
121 |
+
who is a member of the British art collective `` Bank '' . In the Bank exhibition
|
122 |
+
`` The Charge of the Light Brigade '' in 1995 , he brewed a beer , called `` Kunstlerbrau
|
123 |
+
'' . In 2012 , Beck 's started giving young and independent musicians the opportunity
|
124 |
+
to design a label for the Beck 's bottle . Beck 's summer 2009 limited-edition
|
125 |
+
labels were designed by the musical groups Hard-Fi and Ladyhawke .
|
126 |
+
- source_sentence: 'Instruct: Given a web search query, retrieve relevant passages
|
127 |
+
that answer the query.
|
128 |
+
|
129 |
+
Query: Ahu A Umi Heiau'
|
130 |
+
sentences:
|
131 |
+
- The 1967 All-Ireland Intermediate Hurling Championship was the seventh staging
|
132 |
+
of the All-Ireland hurling championship. The championship ended on 17 September
|
133 |
+
1967.Tipperary were the defending champions, however, they were defeated in the
|
134 |
+
provincial championship. London won the title after defeating Cork by 1-9 to 1-5
|
135 |
+
in the final.
|
136 |
+
- 'The digit ratio is the ratio of the lengths of different digits or fingers typically
|
137 |
+
measured from the midpoint of bottom crease ( where the finger joins the hand
|
138 |
+
) to the tip of the finger . It has been suggested by some scientists that the
|
139 |
+
ratio of two digits in particular , the 2nd ( index finger ) and 4th ( ring finger
|
140 |
+
) , is affected by exposure to androgens , e.g. , testosterone while in the uterus
|
141 |
+
and that this 2D :4 D ratio can be considered a crude measure for prenatal androgen
|
142 |
+
exposure , with lower 2D :4 D ratios pointing to higher prenatal androgen exposure
|
143 |
+
. The 2D :4 D ratio is calculated by dividing the length of the index finger of
|
144 |
+
a given hand by the length of the ring finger of the same hand . A longer index
|
145 |
+
finger will result in a ratio higher than 1 , while a longer ring finger will
|
146 |
+
result in a ratio lower than 1 . The 2D :4 D digit ratio is sexually dimorphic
|
147 |
+
: although the second digit is typically shorter in both females and males , the
|
148 |
+
difference between the lengths of the two digits is greater in males than in females
|
149 |
+
. A number of studies have shown a correlation between the 2D :4 D digit ratio
|
150 |
+
and various physical and behavioral traits .'
|
151 |
+
- Ahu A ʻ Umi Heiau means "shrine at the temple of ʻ Umi" in the Hawaiian Language.
|
152 |
+
---
|
153 |
+
|
154 |
+
# SentenceTransformer based on dunzhang/stella_en_1.5B_v5
|
155 |
+
|
156 |
+
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [dunzhang/stella_en_1.5B_v5](https://huggingface.co/dunzhang/stella_en_1.5B_v5). It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
|
157 |
+
|
158 |
+
## Model Details
|
159 |
+
|
160 |
+
### Model Description
|
161 |
+
- **Model Type:** Sentence Transformer
|
162 |
+
- **Base model:** [dunzhang/stella_en_1.5B_v5](https://huggingface.co/dunzhang/stella_en_1.5B_v5) <!-- at revision 129dc50d3ca5f0f5ee0ce8944f65a8553c0f26e0 -->
|
163 |
+
- **Maximum Sequence Length:** 8096 tokens
|
164 |
+
- **Output Dimensionality:** 1024 tokens
|
165 |
+
- **Similarity Function:** Cosine Similarity
|
166 |
+
<!-- - **Training Dataset:** Unknown -->
|
167 |
+
<!-- - **Language:** Unknown -->
|
168 |
+
<!-- - **License:** Unknown -->
|
169 |
+
|
170 |
+
### Model Sources
|
171 |
+
|
172 |
+
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
|
173 |
+
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
|
174 |
+
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
|
175 |
+
|
176 |
+
### Full Model Architecture
|
177 |
+
|
178 |
+
```
|
179 |
+
SentenceTransformer(
|
180 |
+
(0): Transformer({'max_seq_length': 8096, 'do_lower_case': False}) with Transformer model: Qwen2Model
|
181 |
+
(1): Pooling({'word_embedding_dimension': 1536, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
|
182 |
+
(2): Dense({'in_features': 1536, 'out_features': 1024, 'bias': True, 'activation_function': 'torch.nn.modules.linear.Identity'})
|
183 |
+
)
|
184 |
+
```
|
185 |
+
|
186 |
+
## Usage
|
187 |
+
|
188 |
+
### Direct Usage (Sentence Transformers)
|
189 |
+
|
190 |
+
First install the Sentence Transformers library:
|
191 |
+
|
192 |
+
```bash
|
193 |
+
pip install -U sentence-transformers
|
194 |
+
```
|
195 |
+
|
196 |
+
Then you can load this model and run inference.
|
197 |
+
```python
|
198 |
+
from sentence_transformers import SentenceTransformer
|
199 |
+
|
200 |
+
# Download from the 🤗 Hub
|
201 |
+
model = SentenceTransformer("sentence_transformers_model_id")
|
202 |
+
# Run inference
|
203 |
+
sentences = [
|
204 |
+
'Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: Ahu A Umi Heiau',
|
205 |
+
'Ahu A ʻ Umi Heiau means "shrine at the temple of ʻ Umi" in the Hawaiian Language.',
|
206 |
+
'The digit ratio is the ratio of the lengths of different digits or fingers typically measured from the midpoint of bottom crease ( where the finger joins the hand ) to the tip of the finger . It has been suggested by some scientists that the ratio of two digits in particular , the 2nd ( index finger ) and 4th ( ring finger ) , is affected by exposure to androgens , e.g. , testosterone while in the uterus and that this 2D :4 D ratio can be considered a crude measure for prenatal androgen exposure , with lower 2D :4 D ratios pointing to higher prenatal androgen exposure . The 2D :4 D ratio is calculated by dividing the length of the index finger of a given hand by the length of the ring finger of the same hand . A longer index finger will result in a ratio higher than 1 , while a longer ring finger will result in a ratio lower than 1 . The 2D :4 D digit ratio is sexually dimorphic : although the second digit is typically shorter in both females and males , the difference between the lengths of the two digits is greater in males than in females . A number of studies have shown a correlation between the 2D :4 D digit ratio and various physical and behavioral traits .',
|
207 |
+
]
|
208 |
+
embeddings = model.encode(sentences)
|
209 |
+
print(embeddings.shape)
|
210 |
+
# [3, 1024]
|
211 |
+
|
212 |
+
# Get the similarity scores for the embeddings
|
213 |
+
similarities = model.similarity(embeddings, embeddings)
|
214 |
+
print(similarities.shape)
|
215 |
+
# [3, 3]
|
216 |
+
```
|
217 |
+
|
218 |
+
<!--
|
219 |
+
### Direct Usage (Transformers)
|
220 |
+
|
221 |
+
<details><summary>Click to see the direct usage in Transformers</summary>
|
222 |
+
|
223 |
+
</details>
|
224 |
+
-->
|
225 |
+
|
226 |
+
<!--
|
227 |
+
### Downstream Usage (Sentence Transformers)
|
228 |
+
|
229 |
+
You can finetune this model on your own dataset.
|
230 |
+
|
231 |
+
<details><summary>Click to expand</summary>
|
232 |
+
|
233 |
+
</details>
|
234 |
+
-->
|
235 |
+
|
236 |
+
<!--
|
237 |
+
### Out-of-Scope Use
|
238 |
+
|
239 |
+
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
|
240 |
+
-->
|
241 |
+
|
242 |
+
<!--
|
243 |
+
## Bias, Risks and Limitations
|
244 |
+
|
245 |
+
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
|
246 |
+
-->
|
247 |
+
|
248 |
+
<!--
|
249 |
+
### Recommendations
|
250 |
+
|
251 |
+
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
|
252 |
+
-->
|
253 |
+
|
254 |
+
## Training Details
|
255 |
+
|
256 |
+
### Training Hyperparameters
|
257 |
+
#### Non-Default Hyperparameters
|
258 |
+
|
259 |
+
- `eval_strategy`: steps
|
260 |
+
- `per_device_eval_batch_size`: 4
|
261 |
+
- `gradient_accumulation_steps`: 4
|
262 |
+
- `learning_rate`: 2e-05
|
263 |
+
- `max_steps`: 1500
|
264 |
+
- `lr_scheduler_type`: cosine
|
265 |
+
- `warmup_ratio`: 0.1
|
266 |
+
- `warmup_steps`: 5
|
267 |
+
- `bf16`: True
|
268 |
+
- `tf32`: True
|
269 |
+
- `optim`: adamw_torch_fused
|
270 |
+
- `gradient_checkpointing`: True
|
271 |
+
- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
|
272 |
+
- `batch_sampler`: no_duplicates
|
273 |
+
|
274 |
+
#### All Hyperparameters
|
275 |
+
<details><summary>Click to expand</summary>
|
276 |
+
|
277 |
+
- `overwrite_output_dir`: False
|
278 |
+
- `do_predict`: False
|
279 |
+
- `eval_strategy`: steps
|
280 |
+
- `prediction_loss_only`: True
|
281 |
+
- `per_device_train_batch_size`: 8
|
282 |
+
- `per_device_eval_batch_size`: 4
|
283 |
+
- `per_gpu_train_batch_size`: None
|
284 |
+
- `per_gpu_eval_batch_size`: None
|
285 |
+
- `gradient_accumulation_steps`: 4
|
286 |
+
- `eval_accumulation_steps`: None
|
287 |
+
- `learning_rate`: 2e-05
|
288 |
+
- `weight_decay`: 0.0
|
289 |
+
- `adam_beta1`: 0.9
|
290 |
+
- `adam_beta2`: 0.999
|
291 |
+
- `adam_epsilon`: 1e-08
|
292 |
+
- `max_grad_norm`: 1.0
|
293 |
+
- `num_train_epochs`: 3.0
|
294 |
+
- `max_steps`: 1500
|
295 |
+
- `lr_scheduler_type`: cosine
|
296 |
+
- `lr_scheduler_kwargs`: {}
|
297 |
+
- `warmup_ratio`: 0.1
|
298 |
+
- `warmup_steps`: 5
|
299 |
+
- `log_level`: passive
|
300 |
+
- `log_level_replica`: warning
|
301 |
+
- `log_on_each_node`: True
|
302 |
+
- `logging_nan_inf_filter`: True
|
303 |
+
- `save_safetensors`: True
|
304 |
+
- `save_on_each_node`: False
|
305 |
+
- `save_only_model`: False
|
306 |
+
- `restore_callback_states_from_checkpoint`: False
|
307 |
+
- `no_cuda`: False
|
308 |
+
- `use_cpu`: False
|
309 |
+
- `use_mps_device`: False
|
310 |
+
- `seed`: 42
|
311 |
+
- `data_seed`: None
|
312 |
+
- `jit_mode_eval`: False
|
313 |
+
- `use_ipex`: False
|
314 |
+
- `bf16`: True
|
315 |
+
- `fp16`: False
|
316 |
+
- `fp16_opt_level`: O1
|
317 |
+
- `half_precision_backend`: auto
|
318 |
+
- `bf16_full_eval`: False
|
319 |
+
- `fp16_full_eval`: False
|
320 |
+
- `tf32`: True
|
321 |
+
- `local_rank`: 0
|
322 |
+
- `ddp_backend`: None
|
323 |
+
- `tpu_num_cores`: None
|
324 |
+
- `tpu_metrics_debug`: False
|
325 |
+
- `debug`: []
|
326 |
+
- `dataloader_drop_last`: True
|
327 |
+
- `dataloader_num_workers`: 0
|
328 |
+
- `dataloader_prefetch_factor`: None
|
329 |
+
- `past_index`: -1
|
330 |
+
- `disable_tqdm`: False
|
331 |
+
- `remove_unused_columns`: True
|
332 |
+
- `label_names`: None
|
333 |
+
- `load_best_model_at_end`: False
|
334 |
+
- `ignore_data_skip`: False
|
335 |
+
- `fsdp`: []
|
336 |
+
- `fsdp_min_num_params`: 0
|
337 |
+
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
|
338 |
+
- `fsdp_transformer_layer_cls_to_wrap`: None
|
339 |
+
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
|
340 |
+
- `deepspeed`: None
|
341 |
+
- `label_smoothing_factor`: 0.0
|
342 |
+
- `optim`: adamw_torch_fused
|
343 |
+
- `optim_args`: None
|
344 |
+
- `adafactor`: False
|
345 |
+
- `group_by_length`: False
|
346 |
+
- `length_column_name`: length
|
347 |
+
- `ddp_find_unused_parameters`: None
|
348 |
+
- `ddp_bucket_cap_mb`: None
|
349 |
+
- `ddp_broadcast_buffers`: False
|
350 |
+
- `dataloader_pin_memory`: True
|
351 |
+
- `dataloader_persistent_workers`: False
|
352 |
+
- `skip_memory_metrics`: True
|
353 |
+
- `use_legacy_prediction_loop`: False
|
354 |
+
- `push_to_hub`: False
|
355 |
+
- `resume_from_checkpoint`: None
|
356 |
+
- `hub_model_id`: None
|
357 |
+
- `hub_strategy`: every_save
|
358 |
+
- `hub_private_repo`: False
|
359 |
+
- `hub_always_push`: False
|
360 |
+
- `gradient_checkpointing`: True
|
361 |
+
- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
|
362 |
+
- `include_inputs_for_metrics`: False
|
363 |
+
- `eval_do_concat_batches`: True
|
364 |
+
- `fp16_backend`: auto
|
365 |
+
- `push_to_hub_model_id`: None
|
366 |
+
- `push_to_hub_organization`: None
|
367 |
+
- `mp_parameters`:
|
368 |
+
- `auto_find_batch_size`: False
|
369 |
+
- `full_determinism`: False
|
370 |
+
- `torchdynamo`: None
|
371 |
+
- `ray_scope`: last
|
372 |
+
- `ddp_timeout`: 1800
|
373 |
+
- `torch_compile`: False
|
374 |
+
- `torch_compile_backend`: None
|
375 |
+
- `torch_compile_mode`: None
|
376 |
+
- `dispatch_batches`: None
|
377 |
+
- `split_batches`: None
|
378 |
+
- `include_tokens_per_second`: False
|
379 |
+
- `include_num_input_tokens_seen`: False
|
380 |
+
- `neftune_noise_alpha`: None
|
381 |
+
- `optim_target_modules`: None
|
382 |
+
- `batch_eval_metrics`: False
|
383 |
+
- `batch_sampler`: no_duplicates
|
384 |
+
- `multi_dataset_batch_sampler`: proportional
|
385 |
+
|
386 |
+
</details>
|
387 |
+
|
388 |
+
### Training Logs
|
389 |
+
| Epoch | Step | Training Loss | retrival loss |
|
390 |
+
|:------:|:----:|:-------------:|:-------------:|
|
391 |
+
| 0.6466 | 500 | 0.0424 | 0.0060 |
|
392 |
+
|
393 |
+
|
394 |
+
### Framework Versions
|
395 |
+
- Python: 3.10.12
|
396 |
+
- Sentence Transformers: 3.0.1
|
397 |
+
- Transformers: 4.41.2
|
398 |
+
- PyTorch: 2.2.0+cu121
|
399 |
+
- Accelerate: 0.32.1
|
400 |
+
- Datasets: 2.20.0
|
401 |
+
- Tokenizers: 0.19.1
|
402 |
+
|
403 |
+
## Citation
|
404 |
+
|
405 |
+
### BibTeX
|
406 |
+
|
407 |
+
#### Sentence Transformers
|
408 |
+
```bibtex
|
409 |
+
@inproceedings{reimers-2019-sentence-bert,
|
410 |
+
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
|
411 |
+
author = "Reimers, Nils and Gurevych, Iryna",
|
412 |
+
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
|
413 |
+
month = "11",
|
414 |
+
year = "2019",
|
415 |
+
publisher = "Association for Computational Linguistics",
|
416 |
+
url = "https://arxiv.org/abs/1908.10084",
|
417 |
+
}
|
418 |
+
```
|
419 |
+
|
420 |
+
<!--
|
421 |
+
## Glossary
|
422 |
+
|
423 |
+
*Clearly define terms in order to be accessible across audiences.*
|
424 |
+
-->
|
425 |
+
|
426 |
+
<!--
|
427 |
+
## Model Card Authors
|
428 |
+
|
429 |
+
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
|
430 |
+
-->
|
431 |
+
|
432 |
+
<!--
|
433 |
+
## Model Card Contact
|
434 |
+
|
435 |
+
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
|
436 |
+
-->
|
added_tokens.json
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"<|endoftext|>": 151643,
|
3 |
+
"<|im_end|>": 151645,
|
4 |
+
"<|im_start|>": 151644
|
5 |
+
}
|
config.json
ADDED
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "dunzhang/stella_en_1.5B_v5",
|
3 |
+
"architectures": [
|
4 |
+
"Qwen2Model"
|
5 |
+
],
|
6 |
+
"attention_dropout": 0.0,
|
7 |
+
"auto_map": {
|
8 |
+
"AutoModel": "dunzhang/stella_en_1.5B_v5--modeling_qwen.Qwen2Model",
|
9 |
+
"AutoModelForCausalLM": "dunzhang/stella_en_1.5B_v5--modeling_qwen.Qwen2ForCausalLM",
|
10 |
+
"AutoModelForSequenceClassification": "dunzhang/stella_en_1.5B_v5--modeling_qwen.Qwen2ForSequenceClassification"
|
11 |
+
},
|
12 |
+
"bos_token_id": 151643,
|
13 |
+
"eos_token_id": 151643,
|
14 |
+
"hidden_act": "silu",
|
15 |
+
"hidden_size": 1536,
|
16 |
+
"initializer_range": 0.02,
|
17 |
+
"intermediate_size": 8960,
|
18 |
+
"max_position_embeddings": 131072,
|
19 |
+
"max_window_layers": 21,
|
20 |
+
"model_type": "qwen2",
|
21 |
+
"num_attention_heads": 12,
|
22 |
+
"num_hidden_layers": 28,
|
23 |
+
"num_key_value_heads": 2,
|
24 |
+
"rms_norm_eps": 1e-06,
|
25 |
+
"rope_theta": 1000000.0,
|
26 |
+
"sliding_window": 131072,
|
27 |
+
"tie_word_embeddings": false,
|
28 |
+
"torch_dtype": "bfloat16",
|
29 |
+
"transformers_version": "4.41.2",
|
30 |
+
"use_cache": true,
|
31 |
+
"use_sliding_window": false,
|
32 |
+
"vocab_size": 151646
|
33 |
+
}
|
config_sentence_transformers.json
ADDED
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"__version__": {
|
3 |
+
"sentence_transformers": "3.0.1",
|
4 |
+
"transformers": "4.41.2",
|
5 |
+
"pytorch": "2.2.0+cu121"
|
6 |
+
},
|
7 |
+
"prompts": {
|
8 |
+
"s2p_query": "Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: ",
|
9 |
+
"s2s_query": "Instruct: Retrieve semantically similar text.\nQuery: "
|
10 |
+
},
|
11 |
+
"default_prompt_name": null,
|
12 |
+
"similarity_fn_name": "cosine"
|
13 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1e7a869fcd4191d4f21fc66efcad37b272656e990eba9fb52b538bc197c80dc6
|
3 |
+
size 3086574240
|
modules.json
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
[
|
2 |
+
{
|
3 |
+
"idx": 0,
|
4 |
+
"name": "0",
|
5 |
+
"path": "",
|
6 |
+
"type": "sentence_transformers.models.Transformer"
|
7 |
+
},
|
8 |
+
{
|
9 |
+
"idx": 1,
|
10 |
+
"name": "1",
|
11 |
+
"path": "1_Pooling",
|
12 |
+
"type": "sentence_transformers.models.Pooling"
|
13 |
+
},
|
14 |
+
{
|
15 |
+
"idx": 2,
|
16 |
+
"name": "2",
|
17 |
+
"path": "2_Dense",
|
18 |
+
"type": "sentence_transformers.models.Dense"
|
19 |
+
}
|
20 |
+
]
|
optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:dd9d14d296a88832f3ad54e33ea89c7cfaa1d595f9713eb787b9373c8a1c853e
|
3 |
+
size 6185963010
|
rng_state_0.pth
ADDED
@@ -0,0 +1,3 @@
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rng_state_1.pth
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version https://git-lfs.github.com/spec/v1
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rng_state_2.pth
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version https://git-lfs.github.com/spec/v1
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rng_state_3.pth
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version https://git-lfs.github.com/spec/v1
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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sentence_bert_config.json
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{
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"max_seq_length": 8096,
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"do_lower_case": false
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}
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special_tokens_map.json
ADDED
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{
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>"
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],
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"eos_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
ADDED
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{
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"add_eos_token": true,
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"151643": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"151644": {
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"content": "<|im_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"151645": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"additional_special_tokens": [
|
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"<|im_start|>",
|
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"<|im_end|>"
|
33 |
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],
|
34 |
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"auto_map": {
|
35 |
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"AutoTokenizer": [
|
36 |
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"dunzhang/stella_en_1.5B_v5--tokenization_qwen.Qwen2Tokenizer",
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37 |
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"dunzhang/stella_en_1.5B_v5--tokenization_qwen.Qwen2TokenizerFast"
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]
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},
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"bos_token": null,
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"chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|endoftext|>",
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"errors": "replace",
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"model_max_length": 512,
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"pad_token": "<|endoftext|>",
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"split_special_tokens": false,
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"tokenizer_class": "Qwen2Tokenizer",
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"unk_token": null
|
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}
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trainer_state.json
ADDED
@@ -0,0 +1,48 @@
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"learning_rate": 1.5060539027168317e-05,
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"loss": 0.0424,
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"step": 500
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},
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{
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"epoch": 0.6466214031684449,
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"eval_retrival_loss": 0.0060070110484957695,
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"step": 500
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}
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],
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"logging_steps": 500,
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"max_steps": 1500,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 2,
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"save_steps": 500,
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"stateful_callbacks": {
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"TrainerControl": {
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"args": {
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"should_epoch_stop": false,
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"should_evaluate": false,
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"should_log": false,
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"should_save": true,
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"should_training_stop": false
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},
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"attributes": {}
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}
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},
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"total_flos": 0.0,
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"trial_name": null,
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}
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training_args.bin
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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size 5368
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vocab.json
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