guyhadad01 commited on
Commit
55cda1f
·
verified ·
1 Parent(s): 1b8f4e6

Training in progress, step 158, checkpoint

Browse files
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  tokenizer.json filter=lfs diff=lfs merge=lfs -text
 
 
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  tokenizer.json filter=lfs diff=lfs merge=lfs -text
37
+ last-checkpoint/tokenizer.json filter=lfs diff=lfs merge=lfs -text
last-checkpoint/1_Pooling/config.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "word_embedding_dimension": 768,
3
+ "pooling_mode_cls_token": false,
4
+ "pooling_mode_mean_tokens": true,
5
+ "pooling_mode_max_tokens": false,
6
+ "pooling_mode_mean_sqrt_len_tokens": false,
7
+ "pooling_mode_weightedmean_tokens": false,
8
+ "pooling_mode_lasttoken": false,
9
+ "include_prompt": true
10
+ }
last-checkpoint/2_Dense/config.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "in_features": 768,
3
+ "out_features": 3072,
4
+ "bias": false,
5
+ "activation_function": "torch.nn.modules.linear.Identity"
6
+ }
last-checkpoint/2_Dense/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0d6db26c7c72a5000a569213de3b0a81d9c04e5696bba60f1297e2869fc57bab
3
+ size 4718680
last-checkpoint/3_Dense/config.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "in_features": 3072,
3
+ "out_features": 768,
4
+ "bias": false,
5
+ "activation_function": "torch.nn.modules.linear.Identity"
6
+ }
last-checkpoint/3_Dense/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5d7152b6bba740c94dcee5a782acb0e8d12d79bdd7c3e98222d9acba53c95b34
3
+ size 4718680
last-checkpoint/README.md ADDED
@@ -0,0 +1,834 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - sentence-transformers
4
+ - sentence-similarity
5
+ - feature-extraction
6
+ - dense
7
+ - generated_from_trainer
8
+ - dataset_size:80860
9
+ - loss:CachedMultipleNegativesRankingLoss
10
+ base_model: google/embeddinggemma-300m
11
+ widget:
12
+ - source_sentence: "title: \nAkedo Ultimate Arcade Warriors Starter Pack Legendary\
13
+ \ Kick Attack Mini Battling Action Figures Ready Fight Split Strike"
14
+ sentences:
15
+ - "description\nProduct Description\nYoung FBI agent Nicole Bonnet receives a mysterious\
16
+ \ package Inside she finds a complicated logical puzzle that appears to be a message\
17
+ \ from a serial killer This is just the beginning of an epic duel of minds between\
18
+ \ Nicole and the ruthless murderer who leaves playing cards by the bodies of his\
19
+ \ victims as signature Bonnet will have to use all her wits to solve the case\
20
+ \ and stop the murderer before he strikes again Does she have what it takes to\
21
+ \ understand the mind of a psychopath as complicated as his puzzles\nAmazoncom\n\
22
+ Art of Murder Cards of Destiny\nis a single player crimesolving actionadventure\
23
+ \ for PC Developed in the best traditions of classic police thrillers in it players\
24
+ \ match wits against the cunning of a ruthless serial killer with a macabre signature\
25
+ \ of leaving playing cards at the scene of his gruesome crimes An extra variable\
26
+ \ in this desperate pursuit is that the killer is not only aware of your pursuit\
27
+ \ but enjoys it making it just as dangerous for you as it is for any other potential\
28
+ \ victims caption fontfamily Verdana Helvetica neue Arial serif fontsize 10px\
29
+ \ fontweight bold fontstyle italic ulindent liststyle inside disc textindent\
30
+ \ 15px tablecallout fontfamily verdana fontsize 11px lineheight 1 3em tdvgoverview\
31
+ \ height 125px background 9DC4D8 urlhttpsimagesnasslimagesamazoncomimagesG01electronicsdetailpagecalloutbgpng\
32
+ \ repeatx borderleft 1px solid 999999 borderright 1px solid 999999 paddingleft\
33
+ \ 20px paddingright 20px paddingbottom 10px width 250px fontfamily verdana fontsize\
34
+ \ 12px \nClassic crimesolving gameplay\nView larger\n\nInteractive play abilities\n\
35
+ View larger\n\nFBI evidence analysis\nView larger\n\nStory\nA mysterious package\
36
+ \ begins an epic duel of minds between FBI agent Nicole Bonnet and a ruthless\
37
+ \ serial killer who leaves playing cards by the bodies of his victims as signature\
38
+ \ But far from a simple chase things get really serious when the ruthless murderer\
39
+ \ chooses the young agent as his toy in an ongoing game of life and death Does\
40
+ \ Nicole have what it takes to understand the mind of a psychopath that is as\
41
+ \ complicated as his puzzles If not the murders will continue and she may even\
42
+ \ end up as one of his trophies\nGameplay\nArt of Murder Cards of Destiny\nis\
43
+ \ a classic single player crimesolving actionadventure Players must collect and\
44
+ \ analyze pieces of evidence strewn throughout the various crime scenes found\
45
+ \ within the game Because the killer considers your pursuit of him a game he will\
46
+ \ try to communicate with you through these bits of evidence You must try to decode\
47
+ \ the meaning of the messages that he sends follow his trail gather all possible\
48
+ \ evidence and make sense of it all Remember even though you have the support\
49
+ \ of the whole FBI its your wits that matter here most In addition to evidence\
50
+ \ left by the killer players can also gather information from the gameplay area\
51
+ \ as well as from NPC non player characters Evidence as well as ingame items can\
52
+ \ be stored and recalled from the games easily accessible inventory system\nKey\
53
+ \ Game Features\nCrimesolving actionadventure PC gameplay suitable for teen through\
54
+ \ adult players\nCrimesolving actionadventure PC gameplay suitable for teen through\
55
+ \ adult players\nDark plot full of twists and turns\nDark plot full of twists\
56
+ \ and turns\nChallenging puzzles that require logical thinking\nChallenging puzzles\
57
+ \ that require logical thinking\nPieces of evidence that need to be found and\
58
+ \ analyzed\nPieces of evidence that need to be found and analyzed\nDetailed locations\
59
+ \ from various places in the United States\nDetailed locations from various places\
60
+ \ in the United States\nSystem Requirements\nMinimum\nOS Windows XP Vista Processor\
61
+ \ CPU 20 GHz Dual Core 16 Ghz RAM 512MB or more Disc Drive DVDROM drive Hard Drive\
62
+ \ 4GB or more Video Card Nvidia GeForce or ATI Radeon 64 MB RAM DirectX 9 compatible\
63
+ \ Sound Card Compatible with DirectX standard Input Device Mouse and keyboardDetailed\
64
+ \ locations from various places in the United States\nCrimesolving actionadventure\
65
+ \ PC gameplay suitable for teen through adult players\nDark plot full of twists\
66
+ \ and turns\nChallenging puzzles that require logical thinking\nPieces of evidence\
67
+ \ that need to be found and analyzed"
68
+ - 'description
69
+
70
+ Savage nightmarish monsters roam the Louisiana swamps and you are part of a group
71
+ of rugged bounty hunters bound to rid the world of their ghastly presence Banish
72
+ these creatures from our world and you will be paid generousand given the chance
73
+ to Buy more gruesome and powerful weapons Fail and death will strip you of both
74
+ character and gear Your experience however remains in your pool of hunterscalled
75
+ your bloodlinealways High risk high reward high tension hunts competitive matchbased
76
+ gameplay mixes PvP and pve elements to create a uniquely tense experience where
77
+ your life your character and your Gear are always on the line At the Beginning
78
+ of each bounty hunt match depending on whether you have chosen team play or solo
79
+ play up to five teams of two or ten solo players set out to track their monstrous
80
+ targets Once Theyve found and defeated One of these they will receive a bountyand
81
+ instantly become a target for every other Hunter left on the map If you dont watch
82
+ your back youll find a knife in it and your last memory will be of someone else
83
+ Walking away with your prize The higher the risk the higher the rewardbut a single
84
+ mistake could cost you everything Hunts quick play game mode offers a shorter
85
+ match during which up to ten individual players race to scavenge Gear and find
86
+ and close four Rifts as they compete for a diminishing pool of bounty First Hunter
87
+ to the final Rift absorbs its energy but must survive the final count down to
88
+ complete the missionwhile the other hunters attempt to take them out and take
89
+ the prize for themselves When the timer runs out the winner keeps their Hunter
90
+ while the rest perishMatch based pvpve climb up the ranks and Stand your ground
91
+ against the best players 2040 minutes of playtime per session
92
+
93
+ Tactical sandbox chose your own playing style and solve problems you encounter
94
+ your way
95
+
96
+ Open highly Replay able maps use tools tactics and a feature rich environment
97
+ to turn the odds in your favour
98
+
99
+ High tension survival gameplay fight over bounty against other Hunter teams in
100
+ a world full of challenging AI
101
+
102
+ High risk high rewards gamble with your life Earn rewards and upgrades vs The
103
+ fear of losing your character forever'
104
+ - 'description
105
+
106
+ The ultimate arcade battle continues in the world of Akedo and the Ultimate Arcade
107
+ Warriors With allnew Mini Battling Action Figures to fight with and collect Things
108
+ have levelledup in Series 2 and the REAL battling action is now more intense All
109
+ the extreme moves of arcade fighting games has leapt off the screen and into your
110
+ hands Choose your Warrior battle with fury and finish them with a Split Strike GAME
111
+ OVER Take on and challenge your friends as you battle to become the Ultimate Arcade
112
+ Warrior READY Select your Warrior and place them onto your Battle Controller FIGHT
113
+ your opponent with speed and fury then watch them fall as you finish them with
114
+ a SPLIT STRIKE In Series 2 there are 23 new awesome Mini Battling Action Figure
115
+ toys for boys to collect and fight with These new contenders have different fighting
116
+ styles plus different weapons Search for Classic Epic Ultra Rare and Legendary
117
+ Warriors and get hold of the Exclusive GlowintheDark Encode Keep collecting to
118
+ build the ultimate team of Akedo Warriors Prepare for battle with the Akedo Ultimate
119
+ Arcade Warriors Starter Pack This special pack gives you all you need to play
120
+ the official tournament rules of Akedo Train your Warriors to be their best and
121
+ practice using the bonus training piece Its perfect for getting your Warriors
122
+ match ready as they perfect the ultimate Split Strike The Starter Pack includes
123
+ three Arcade Warriors One of which is a Legendary Warrior with a realistic kicking
124
+ or punching action who can deliver a Split Strike with his powerful blow Place
125
+ your Warriors on your Exclusive Joystick Controller that only comes in this pack
126
+ and train your team for next level battling actionReady Choose your Warrior place
127
+ them on your Battle Controller
128
+
129
+ Fight Battle with fury to become the Ultimate Akedo Warrior
130
+
131
+ Split Strike Defeat your opponent with a damaging Split Strike
132
+
133
+ The Starter Pack contains 3 Warriors including one Legendary Warrior a bonus Training
134
+ Piece and Exclusive Joystick Controller
135
+
136
+ The Starter Pack gives you all you need to play the official tournament rules
137
+ of Akedo
138
+
139
+ The Starter Pack includes three Arcade Warriors Captain Plunderfoot Wildtide Doc
140
+ Shock'
141
+ - source_sentence: "title: \nUnravel 2 Xbox One Digital Code"
142
+ sentences:
143
+ - 'description
144
+
145
+ New challenger approaching HORI is bringing it back to the old school with the
146
+ Nintendo Switch battle pad Gamecubestyle contours with traditional cstick will
147
+ feel at home in the hands of any smash Bros vet but the battle pads extra features
148
+ set it apart from the Pack Antisnapback Tech for increased stick precision and
149
+ fastaction digital LR ZLZR for Hyper response speed and textured grips to keep
150
+ the battle pad firmly in place in even the most heated battles Swap LR ZRZL
151
+ functions to play how you want or get really wild with Turbo settings Wired USB
152
+ Controller with 10 ft cable Featuring your favorite Nintendo characters colors choose
153
+ your fighters and Gear for battle Officially Licensed by NintendoGamecubestyle
154
+ wired USB Controller with 10 ft cable
155
+
156
+ Antisnapback analog sticks and fastaction LR ZLZR Buttons
157
+
158
+ Toggle shoulder button functions
159
+
160
+ Turbo settings
161
+
162
+ Officially Licensed by Nintendo'
163
+ - 'description
164
+
165
+ When you cut ties to the past new bonds form In Unravel Two create a Yarny of
166
+ your very own Then build relationships with other Yarnys in local coop or as a
167
+ single player fostering friendship and support as you journey together
168
+
169
+ Begin your adventure in a cold and imposing land then watch your surroundings
170
+ blossom with new life as you chase the spark of adventure Dive into an immersive
171
+ story filled with energy exuberance inspiration even monsters Approach every
172
+ challenge with positivity and fearlessness to awaken the world around you and
173
+ discover an unbreakable bond between friends
174
+
175
+ Two Yarnys
176
+
177
+
178
+ Always
179
+
180
+ Form a bond with friends and other players in seamless local coop Support each
181
+ other as you solve tricky trials and seamlessly traverse enchanting worlds together
182
+ Or as a single player create two Yarnys of your own and unlock special abilities
183
+ along your adventure
184
+
185
+ World of Wonders
186
+
187
+ Inspired by real Scandinavian locations navigate beautiful natural landscapes
188
+ and complex urban environments seeing it all through the eyes of Yarny As you
189
+ progress watch your world flourish and evolve opening fresh challenges and spaces
190
+ to explore
191
+
192
+ Playful Problem Solving
193
+
194
+ Uncover a variety of ways to play Jump slide swing and run faster than ever to
195
+ chase the spark that connects you to others as you travel within a world of challenges
196
+ and adventures
197
+
198
+ Heartfelt Storytelling
199
+
200
+ Enter a world where unique emotions manifest into friendly characters fulfilling
201
+ relationships and even intimidating monsters How will you use hope and love to
202
+ defeat doubt and fear Connect to an engaging and dramatic story that demonstrates
203
+ the power of positivity in the face of uncertaintyTwo Yarnys Always Form a bond
204
+ with friends and other players in seamless local coop
205
+
206
+ World of Wonders Navigate beautiful natural landscapes and complex urban environments
207
+
208
+ Playful Problem Solving Uncover a variety of ways to play Jump slide swing and
209
+ run faster than ever'
210
+ - 'description
211
+
212
+ Logitech G403 Prodigy Wireless Gaming Mouse Play faster with gaminggrade performance
213
+ Prodigy is up to 8x faster than standard mice which means when the mouse is moved
214
+ or clicked the onscreen response is near instantaneous Advanced button tensioning
215
+ helps keep the left and right mouse buttons primed to click reducing the force
216
+ needed to click and delivering exceptional click feel response and consistency
217
+ Some profile settings require Logitech Gaming Software available for download
218
+ at logitech websiteThis Certified Refurbished product is tested and certified
219
+ to look and work like new The refurbishing process includes functionality testing
220
+ basic cleaning inspection and repackaging The product ships with all relevant
221
+ accessories a minimum 90day warranty and may arrive in a generic box Only select
222
+ sellers who maintain a high performance bar may offer Certified Refurbished products
223
+ on Amazoncom
224
+
225
+ Logitechs most advanced optical sensor delivers unbeatable fps mouse accuracy
226
+ speed and consistency
227
+
228
+ Logitech G403 mouse for advanced gaminggrade performance up to 8x faster response
229
+ than standard mice so every mouse click and move is near instantaneous from hand
230
+ to screen
231
+
232
+ Ergonomic lightweight design with rubber side grips and a removable 10 gram weight
233
+ for supremely comfortable grip and control'
234
+ - source_sentence: "title: \nGrips for Fitness Boxing Switch Controller Accessories\
235
+ \ Compatible with Nintendo Switch Sports and Switch Boxing Game 2 Packs Blue and\
236
+ \ Red"
237
+ sentences:
238
+ - 'description
239
+
240
+ Switch Boxing Accessories Switch fitness boxing grips
241
+
242
+ If you want to maximize your workout benefits and beat the air within an inch
243
+ of its lifeit will certainly have you in your max ranges This boxing grip goes
244
+ great with the switch boxing workout
245
+
246
+ Compatible with
247
+
248
+ Fitness Boxing Nintendo Switch Knockout Home Fitness Nintendo Switch Nintendo
249
+ Switch Sports Nintendo Switch Fitness Boxing 2 Rhythm Exercise Nintendo Switch
250
+ Nintendo Fitness Boxing Nintendo Switch Switch Big Rumble Boxing Creed Champions Nintendo
251
+ SwitchSPECIAL DESIGN Grip Compatible with Fitness Boxing game for switch Different
252
+ Color choices for your Switch joycon
253
+
254
+ COMFORTABLE and SECURE The wavy design of the outer ring is specially designed
255
+ for the fingers It is more comfortable to hold and not easy to slip off The lock
256
+ on the joycon is secure making the game process safer
257
+
258
+ EASY TO ATTACH Insert the JoyCons in the gripIt prevents the joycon from dropping
259
+ while playing You can immerse yourself in the gameIt will reach the goals more
260
+ quickly
261
+
262
+ EASY TO CARRY It is light and portable It helps you enjoy the game better Great
263
+ for kids and adults They are portable and you can put them in the carry case It
264
+ does not take up space
265
+
266
+ INCREASE THE FUNThe switch boxing grip makes the experiences more streamline It
267
+ makes the experience feel better your grasping of the controller feels less awkward
268
+ with the knuckles and also makes the punches feel more authentic and weighted
269
+ in an appropriate way'
270
+ - 'description
271
+
272
+ From TV Animation One Piece Grand Battle 3 Japanese Format NTSCJ Boxpackage'
273
+ - 'description
274
+
275
+ Introducing Textured Carbon Fiber Skins With Printed Hd Designs Only From Mightyskins
276
+ we are proud to introduce the new textured carbon fiber skin line which feature
277
+ a full HD printed design with a textured carbon fiber finish Do You Want Your
278
+ PlayStation 5 Digital Edition Bundle To Look Different Than The Rest Youre in
279
+ the right place because weve got exactly what youre looking for This Blue Modern
280
+ Camo skin is the perfect way to show off your style Or with hundreds of other
281
+ MightySkins designs you can be sure to find one that youll love and that will
282
+ show off your unique style Do You Want To Protect Your PlayStation 5 Digital Edition
283
+ Bundle With MightySkins your PlayStation 5 Digital Edition Bundle is protected
284
+ from scratches dings dust fingertips and the wearandtear of everyday use Cover
285
+ your PlayStation 5 Digital Edition Bundle with a beautiful stylish decal skin
286
+ and keep it protected at the same time Easy to apply and easy to remove without
287
+ any sticky residue Make your favorite gear look like new and stand out from the
288
+ crowd Order With Confidence Satisfaction Guaranteed MightySkins are durable reliable
289
+ made in our stateoftheart production facility in the USA and backed by our satisfaction
290
+ guarantee Product Details Vinyl decal sticker NOT A HARD CASE Glossy Glitter
291
+ Finish UltraThin UltraDurable Stain Resistant Hundreds of different designs PlayStation
292
+ 5 Digital Edition Bundle is not includedCARBON FIBER FINISH with the same vibrant
293
+ color and durability as our matte finish This stylish carbon fiber texture will
294
+ have your gear looking and feeling like one of a kind
295
+
296
+ SET THE TREND Show off your own unique style with MightySkins for your PlayStation
297
+ 5 Digital Edition Bundle will be as unique as you are
298
+
299
+ DURABLE PROTECTION FOR YOUR DEVICE Manufactured with ultrathin ultradurable stainresistant
300
+ laminate vinyl in order to effectively protect your gear from dings scrapes dust
301
+ and the wear and tear of everyday use MightySkins a SOFT vinyl skin cover is not
302
+ made of rubber silicone or plastic it is NOT a HARD case
303
+
304
+ GOES ON AND COMES OFF EASY Apply your MightySkins vinyl decal easily with precision
305
+ on your PlayStation 5 Digital Edition Bundle thanks to a patented low grip air
306
+ release adhesive thats built to last but removes easily and leaves no sticky residue
307
+ when youre ready to switch to a different design
308
+
309
+ PROUDLY MADE IN THE USA Buy with confidence from an American owned and operated
310
+ company MightySkins are produced in our stateoftheart facility in West Palm Beach
311
+ Florida proudly made in the USA'
312
+ - source_sentence: "title: \nNext Level Racing FGT Elite Keyboard and Mouse Tray Carbon\
313
+ \ Grey NLRE010 PC"
314
+ sentences:
315
+ - 'description
316
+
317
+ The Next Level Racing Elite Keyboard and Mouse Tray is the perfect addon for Elite
318
+ Series cockpits giving sim racers easier and ergonomic access to their controls
319
+ whilst in the drivers seat Assembled from aluminum and Carbon steel components
320
+ the Elite Keyboard and Mouse Tray offer height angle and articulation adjustability
321
+ making it the perfect upgrade for the FGT Elite and GT Elite cockpits It features
322
+ the full spectrum of adjustability with 60 degrees of tilt on the mounting arm
323
+ 30 degrees front and 30 degrees back and 150 degrees for the keyboard plate The
324
+ anodized aluminum finish and highquality powder coat of the 6063 aluminum and
325
+ carbon steel construction not only offers unmatched rigidity for zero flex but
326
+ also boasts quality standards for the perfectionist sim racerHighstrength post
327
+ anodized Aluminum Extrusion and Carbon Steel construction
328
+
329
+ Anodized Carbon Grey and powder coat finish completes the perfect Elite cockpit
330
+ appearance
331
+
332
+ Maximum versatility with height width and tilt adjustment options for the perfect
333
+ steering position
334
+
335
+ Next Level Racing proprietary end caps and bespoke black powder coated hardware
336
+ included Features Next Level Racing custom cable management solution
337
+
338
+ Ergonomic Keyboard and Mouse placement for easy reach whilst driving Fits fullsized
339
+ keyboard and mouse setups'
340
+ - 'description
341
+
342
+ Travel in style with your favorite Skylanders figures Colorful artwork featuring
343
+ popular figures wraps around this multilayer case Includes carrying handle and
344
+ removable shelf so you can stack figures or carry them all in one compartment
345
+ Stores up to 20 figuresStores up to 20 figures
346
+
347
+ Pullout tray keeps figures organized
348
+
349
+ Zipper closure and carrying handle make it easy to transport and store your Skylanders
350
+ figures
351
+
352
+ Features vibrant Skylanders figures all around the case
353
+
354
+ Some Skylanders Giants figures will need to lay flat to allow the tray to fit
355
+ Figures sold separately'
356
+ - 'description
357
+
358
+ Features The headset with 35mm audio jacks is compatible with any device that
359
+ accepts a 35mm output allowing use across multiple devices Delivers clear sound
360
+ and Deep Bass for Real Game Fashionable Look LED lights are designed on the earcups
361
+ 35mm plugs USB Port Two 35mm plugs are for mic and headset audio USB plug is
362
+ for led light Soft cushion headpad earpad and adjustable length hinges Made
363
+ of the new skin PU breathable earmuffs can effectively emit the hot gas inside
364
+ the earmuffs It can avoid the sweat and hot phenomenon which caused by longtime
365
+ wearing or wearing this product in the high temperature condition Integrated
366
+ headset with wirecontrol shuttletype adjustable volume key This headset directly
367
+ places the volume modulated scroll button on the headset shell you just raise
368
+ your hand to adjust the volume as you need very simple and fast operation is better
369
+ for gaming Nickel plated double plugs usb external power supply system Not only
370
+ ensure the better signal transmission and reduce the loss of signal Specifications Model
371
+ Sades SA738 Loudhailer diameter 40mm Frequency range 2020000HZ Sensitivity
372
+ 1183Db at 1 kHz Max Input power 30Mw Mic Sensitivity 38dB3dB Mic Frequency
373
+ Range 5010KHz Mic Impedance 22KO at 1 kHz Headset interface USB 35mm plugs Cable
374
+ length Approx 20m Headphone size 20 8 21cm Package included1 SADES Gaming
375
+ headset SA738 In order to improve the timeliness of transmission and actively
376
+ participate in the environmental protection now we use environmental protection
377
+ zipper bag to improve the recovery rate and using rateSincerely hope all of customers
378
+ could understand itBest wishPrimary kind of gaming headset perfect for playing
379
+ pc games listening music etcDelivers clear sound and Deep Bass for Real Game
380
+
381
+ Light weight and Comfortable wearing Soft skin PU Leather cushions headpad earpad
382
+ and adjustable length hinges for wearing comfort and long time use
383
+
384
+ Headset integrated mic with super noisereduction function can pick up sounds with
385
+ great sensitivity and remove the noise
386
+
387
+ Headset interface USB 35mm stereo Note The USB interface is only used for power
388
+ supply to LED light
389
+
390
+ Style 35mm Games Gaming Headset for PC Laptop'
391
+ - source_sentence: "title: \nRHOTALL Round Charger Compatible with Garmin Fenix 7\
392
+ \ 7X Fenix 6 6S 6X Vivoactive 4 4S Venu 2 Forerunner 945955 Replacement Cable\
393
+ \ Charging Base with Adapter and 10 Dust Plug"
394
+ sentences:
395
+ - 'description
396
+
397
+ This soft case cover will add a splash of color to your Playstation 4 controller
398
+ and provide an instant all around protection from scratches dirt and grease caused
399
+ by everyday use and abuse Nonslip surface is great for providing better grip to
400
+ enhance gaming performance Manufactured using premium virgin silicone material
401
+ Smooth and washable design ensures comfort and cleanliness Unique design allows
402
+ easy access to all buttons controls and ports without having to remove the skin
403
+
404
+ Feature
405
+
406
+ Smooth and washable design ensures comfort and cleanliness
407
+
408
+ Smooth and washable design ensures comfort and cleanliness
409
+
410
+ Specification
411
+
412
+ Color White
413
+
414
+ Color White
415
+
416
+ Material Silicone
417
+
418
+ Material Silicone
419
+
420
+ Compatible with Sony Playstation 4 Controller
421
+
422
+ Compatible with Sony Playstation 4 Controller
423
+
424
+ Accessory ONLY controller NOT included
425
+
426
+ Accessory ONLY controller NOT included
427
+
428
+ Package Content
429
+
430
+ 1x Silicone Cover Case for Sony Playstation 4 Controller
431
+
432
+ 1x Silicone Cover Case for Sony Playstation 4 ControllerMade by super soft silicone
433
+ material and Easy to apply install in minutes
434
+
435
+ Protect your controller from scratches dirt and grease caused by everyday use
436
+ or paint chips
437
+
438
+ Keep your Sony Playstation 4 Controller safe and protected in fashion style with
439
+ this silicone skin case
440
+
441
+ Unique design allows easy access to all buttons controls and ports without having
442
+ to remove the skin
443
+
444
+ Nonslip surface is great for providing better grip to enhance gaming performance'
445
+ - 'description
446
+
447
+ Brand new in factory sealed packagingPlay your way with the Nintendo Switch gaming
448
+ system Whether youre at home or on the go solo or with friends the Nintendo Switch
449
+ system is designed to fit your life Dock your Nintendo Switch to enjoy HD gaming
450
+ on your TV Heading out Just undock your console and keep playing in handheld mode
451
+
452
+ This model includes battery life of approximately 45 to 9 hours
453
+
454
+ The battery life will depend on the games you play For instance the battery will
455
+ last approximately 55 hours for The Legend of Zelda Breath of the Wild games sold
456
+ separately
457
+
458
+ Model number HAC 001 01
459
+
460
+ Model number HAC 001 01'
461
+ - "description\nMore convenient charging\n Can be charged from PC laptop or other\
462
+ \ USB power source\n Silicone antiskid pads are designed at the bottom to prevent\
463
+ \ the charging base from sliding\n After connecting the charging stand the surface\
464
+ \ of the watch can be placed upwards you can check the charging status at any\
465
+ \ time providing a reliable charging dock for your watch\nCompact and small design\n\
466
+ \ It wont take up much space the 33ft cable gives you enough length small size\
467
+ \ and light weight easy to carry when traveling\nConverting charging ports\n Adapter\
468
+ \ can convert the charging port of the watch into a typec interface and the special\
469
+ \ design allows it to keep the watch in lay flat charging state after connecting\
470
+ \ the watch to the charging cable\n There is a small opening at the top it can\
471
+ \ be strung with a small string or hung on a key chain convenient for daily use\
472
+ \ or travel\nSilicone dust plug\n Soft silicone material completely fills gaps\
473
+ \ it is easy to put in and take out\n 10 replacement silicone dust plugs to keep\
474
+ \ your watch charging port clean protect charging port from being corroded by\
475
+ \ sweat and extend the service life\n content include \ncharging stand1\nadapter1\
476
+ \ usbc charging cable not included\nsilicone dust plug10\nIf you have any questions\
477
+ \ please feel free to contact usCompatibility Round smart watch charging stand\
478
+ \ compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Forerunner\
479
+ \ 245 645 935 945 Venu 2 Sq Music and Approach S62S60S42S40 smart watch\nPlaced\
480
+ \ Stable There is a silicone pad on the bottom to prevent the charging stand from\
481
+ \ sliding Surface of the watch can be placed upwards and the charging status of\
482
+ \ the watch can be checked at any time providing a reliable docking place for\
483
+ \ your watch when charging\nInterface Conversion Adapter converts the charging\
484
+ \ port of the watch into a typec interface The special design allows the watch\
485
+ \ to remain in lay flat charging state after connecting the watch to the charging\
486
+ \ cable\nSilicone Dustproof Soft silicone dustproof plug can be easily put in\
487
+ \ and taken out protect the charging port of the watch from being corroded by\
488
+ \ sweat prolong the service life and keep the charging port clean\nConvenient\
489
+ \ Charging Can be charged from PC computer and other USB power sources The package\
490
+ \ includes charging stand1 adapter1 usbc charging cable not included silicone\
491
+ \ dust plug10 If you have any questions please feel free to contact us"
492
+ datasets:
493
+ - guyhadad01/Amazon_2023_items_processed_filtered
494
+ pipeline_tag: sentence-similarity
495
+ library_name: sentence-transformers
496
+ ---
497
+
498
+ # SentenceTransformer based on google/embeddinggemma-300m
499
+
500
+ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m) on the [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
501
+
502
+ ## Model Details
503
+
504
+ ### Model Description
505
+ - **Model Type:** Sentence Transformer
506
+ - **Base model:** [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m) <!-- at revision 57c266a740f537b4dc058e1b0cda161fd15afa75 -->
507
+ - **Maximum Sequence Length:** 512 tokens
508
+ - **Output Dimensionality:** 768 dimensions
509
+ - **Similarity Function:** Cosine Similarity
510
+ - **Training Dataset:**
511
+ - [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered)
512
+ <!-- - **Language:** Unknown -->
513
+ <!-- - **License:** Unknown -->
514
+
515
+ ### Model Sources
516
+
517
+ - **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
518
+ - **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
519
+ - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
520
+
521
+ ### Full Model Architecture
522
+
523
+ ```
524
+ SentenceTransformer(
525
+ (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'Gemma3TextModel'})
526
+ (1): Pooling({'word_embedding_dimension': 768, '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})
527
+ (2): Dense({'in_features': 768, 'out_features': 3072, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
528
+ (3): Dense({'in_features': 3072, 'out_features': 768, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
529
+ (4): Normalize()
530
+ )
531
+ ```
532
+
533
+ ## Usage
534
+
535
+ ### Direct Usage (Sentence Transformers)
536
+
537
+ First install the Sentence Transformers library:
538
+
539
+ ```bash
540
+ pip install -U sentence-transformers
541
+ ```
542
+
543
+ Then you can load this model and run inference.
544
+ ```python
545
+ from sentence_transformers import SentenceTransformer
546
+
547
+ # Download from the 🤗 Hub
548
+ model = SentenceTransformer("guyhadad01/EncodeRec_300M_Video_Games")
549
+ # Run inference
550
+ queries = [
551
+ "title: \nRHOTALL Round Charger Compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Venu 2 Forerunner 945955 Replacement Cable Charging Base with Adapter and 10 Dust Plug",
552
+ ]
553
+ documents = [
554
+ 'description\nMore convenient charging\n Can be charged from PC laptop or other USB power source\n Silicone antiskid pads are designed at the bottom to prevent the charging base from sliding\n After connecting the charging stand the surface of the watch can be placed upwards you can check the charging status at any time providing a reliable charging dock for your watch\nCompact and small design\n It wont take up much space the 33ft cable gives you enough length small size and light weight easy to carry when traveling\nConverting charging ports\n Adapter can convert the charging port of the watch into a typec interface and the special design allows it to keep the watch in lay flat charging state after connecting the watch to the charging cable\n There is a small opening at the top it can be strung with a small string or hung on a key chain convenient for daily use or travel\nSilicone dust plug\n Soft silicone material completely fills gaps it is easy to put in and take out\n 10 replacement silicone dust plugs to keep your watch charging port clean protect charging port from being corroded by sweat and extend the service life\n content include \ncharging stand1\nadapter1 usbc charging cable not included\nsilicone dust plug10\nIf you have any questions please feel free to contact usCompatibility Round smart watch charging stand compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Forerunner 245 645 935 945 Venu 2 Sq Music and Approach S62S60S42S40 smart watch\nPlaced Stable There is a silicone pad on the bottom to prevent the charging stand from sliding Surface of the watch can be placed upwards and the charging status of the watch can be checked at any time providing a reliable docking place for your watch when charging\nInterface Conversion Adapter converts the charging port of the watch into a typec interface The special design allows the watch to remain in lay flat charging state after connecting the watch to the charging cable\nSilicone Dustproof Soft silicone dustproof plug can be easily put in and taken out protect the charging port of the watch from being corroded by sweat prolong the service life and keep the charging port clean\nConvenient Charging Can be charged from PC computer and other USB power sources The package includes charging stand1 adapter1 usbc charging cable not included silicone dust plug10 If you have any questions please feel free to contact us',
555
+ 'description\nBrand new in factory sealed packagingPlay your way with the Nintendo Switch gaming system Whether youre at home or on the go solo or with friends the Nintendo Switch system is designed to fit your life Dock your Nintendo Switch to enjoy HD gaming on your TV Heading out Just undock your console and keep playing in handheld mode\nThis model includes battery life of approximately 45 to 9 hours\nThe battery life will depend on the games you play For instance the battery will last approximately 55 hours for The Legend of Zelda Breath of the Wild games sold separately\nModel number HAC 001 01\nModel number HAC 001 01',
556
+ 'description\nThis soft case cover will add a splash of color to your Playstation 4 controller and provide an instant all around protection from scratches dirt and grease caused by everyday use and abuse Nonslip surface is great for providing better grip to enhance gaming performance Manufactured using premium virgin silicone material Smooth and washable design ensures comfort and cleanliness Unique design allows easy access to all buttons controls and ports without having to remove the skin\nFeature\nSmooth and washable design ensures comfort and cleanliness\nSmooth and washable design ensures comfort and cleanliness\nSpecification\nColor White\nColor White\nMaterial Silicone\nMaterial Silicone\nCompatible with Sony Playstation 4 Controller\nCompatible with Sony Playstation 4 Controller\nAccessory ONLY controller NOT included\nAccessory ONLY controller NOT included\nPackage Content\n1x Silicone Cover Case for Sony Playstation 4 Controller\n1x Silicone Cover Case for Sony Playstation 4 ControllerMade by super soft silicone material and Easy to apply install in minutes\nProtect your controller from scratches dirt and grease caused by everyday use or paint chips\nKeep your Sony Playstation 4 Controller safe and protected in fashion style with this silicone skin case\nUnique design allows easy access to all buttons controls and ports without having to remove the skin\nNonslip surface is great for providing better grip to enhance gaming performance',
557
+ ]
558
+ query_embeddings = model.encode_query(queries)
559
+ document_embeddings = model.encode_document(documents)
560
+ print(query_embeddings.shape, document_embeddings.shape)
561
+ # [1, 768] [3, 768]
562
+
563
+ # Get the similarity scores for the embeddings
564
+ similarities = model.similarity(query_embeddings, document_embeddings)
565
+ print(similarities)
566
+ # tensor([[ 0.6327, 0.0447, 0.0001]])
567
+ ```
568
+
569
+ <!--
570
+ ### Direct Usage (Transformers)
571
+
572
+ <details><summary>Click to see the direct usage in Transformers</summary>
573
+
574
+ </details>
575
+ -->
576
+
577
+ <!--
578
+ ### Downstream Usage (Sentence Transformers)
579
+
580
+ You can finetune this model on your own dataset.
581
+
582
+ <details><summary>Click to expand</summary>
583
+
584
+ </details>
585
+ -->
586
+
587
+ <!--
588
+ ### Out-of-Scope Use
589
+
590
+ *List how the model may foreseeably be misused and address what users ought not to do with the model.*
591
+ -->
592
+
593
+ <!--
594
+ ## Bias, Risks and Limitations
595
+
596
+ *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
597
+ -->
598
+
599
+ <!--
600
+ ### Recommendations
601
+
602
+ *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
603
+ -->
604
+
605
+ ## Training Details
606
+
607
+ ### Training Dataset
608
+
609
+ #### amazon_2023_items_processed_filtered
610
+
611
+ * Dataset: [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) at [6b58dd1](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered/tree/6b58dd18854109aac31652e941c667725f6352f0)
612
+ * Size: 80,860 training samples
613
+ * Columns: <code>title</code> and <code>description</code>
614
+ * Approximate statistics based on the first 1000 samples:
615
+ | | title | description |
616
+ |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
617
+ | type | string | string |
618
+ | details | <ul><li>min: 7 tokens</li><li>mean: 21.14 tokens</li><li>max: 79 tokens</li></ul> | <ul><li>min: 17 tokens</li><li>mean: 245.33 tokens</li><li>max: 512 tokens</li></ul> |
619
+ * Samples:
620
+ | title | description |
621
+ |:-------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
622
+ | <code>title: <br>Dash 8300 Professional AddOn</code> | <code>description<br>The Dash 8300 Professional AddOn lets you pilot a real commuter special Fly two versions of the popular Dash 8300 in a total of 17 different liveries The Dash 8300 is one of the most popular shorthaul aircraft available and this superbly modelled version from acclaimed aircraft developers PSS is modelled in two versions with a total of 17 different liveries The package also includes scenery for three European airports tutorials tutorial flights and utilities together in one fantastic packageFeatures Dash 8300 and 8Q300 Q rollout livery<br>Airlines US Airways South African Express Bahamasair Augsburg Airways Lufthansa Cityline British Airways Union Jack British European FlyBe Intersky Wideroe Iberia Tyrolean QantasLink BWIA<br>Airports include London City Frankfurt Milan and Amsterdam Schipol<br>Includes PSS PanelConfig and LoadEdit tools</code> |
623
+ | <code>title: <br>NBA 2K17 Early Tip Off Edition PlayStation 4</code> | <code>description<br>Following the recordbreaking launch of NBA 2K16 the NBA 2K franchise continues to stake its claim as the most authentic sports video game with NBA 2K17 As the franchise that all sports video games should aspire to be GamesRadar NBA 2K17 will take the game to new heights and continue to blur the lines between video game and realityThe 1 rated NBA video game simulation series for the last 15 years Metacritic<br>The 1 selling NBA video game simulation series for the last 9 years NPD<br>Over 85 awards and nominations since the launch of PlayStation 4 Xbox One<br>BEST IN CLASS GAMEPLAY 2K puts shot making in your hands like never before Advanced Skill Shooting gives you complete control over the power and aim of your perimeter shots as well as your ability to finish inside the paint<br>THE PRELUDE Begin your MyCAREER on one of 10 licensed collegiate programs available for free download one week prior to launch<br>MyCAREER Its allnew and all about basketball in 2K17 and youre in control Yo...</code> |
624
+ | <code>title: <br>Thrustmaster Elite Fitness Pack for Nintendo Wii</code> | <code>description<br>The Thrustmaster Motion Plus Elite Fitness Pack for Wii is Ideal for Nintendo Wii Fit Wii Fit Plus games such as EA Active EA U Shape My Fitness Coach UbiSoft Ultimate pack with 9 accessories for the Nintendo Wii Fit Balance Board including 1 floor mat made from woven foam Size inches 70x20 2 flexible ankle or wrist weights 1 stepper for the Wii Balance Board 1 pedometer to count your steps during each ingame exercise or train without games 1 armband for Wiimote or Wiimote with MotionPlus for use in menus without stepping away from the training area 1 leg band for the Nunchuck controller 1 lanyard to your MP3 player around your neck and 1 carry bag featuring trendy sport design with two internal pockets ideal for storing protecting and transporting your Wii Balance Board with one game and ALL Elite Fitness pack accessories 2 Year WarrantyIncludes 9 Total Accessories<br>Pedometer<br>Wii Fit Balance Board Stepper<br>Floor Mat made from high density Woven Foam<br>2 flexible ArmLeg Wei...</code> |
625
+ * Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
626
+ ```json
627
+ {
628
+ "scale": 20.0,
629
+ "similarity_fct": "cos_sim",
630
+ "mini_batch_size": 64,
631
+ "gather_across_devices": false
632
+ }
633
+ ```
634
+
635
+ ### Training Hyperparameters
636
+ #### Non-Default Hyperparameters
637
+
638
+ - `per_device_train_batch_size`: 512
639
+ - `num_train_epochs`: 1
640
+ - `warmup_ratio`: 0.1
641
+ - `bf16`: True
642
+ - `push_to_hub`: True
643
+ - `hub_model_id`: guyhadad01/EncodeRec_300M_Video_Games
644
+ - `hub_strategy`: checkpoint
645
+ - `prompts`: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}
646
+
647
+ #### All Hyperparameters
648
+ <details><summary>Click to expand</summary>
649
+
650
+ - `overwrite_output_dir`: False
651
+ - `do_predict`: False
652
+ - `eval_strategy`: no
653
+ - `prediction_loss_only`: True
654
+ - `per_device_train_batch_size`: 512
655
+ - `per_device_eval_batch_size`: 8
656
+ - `per_gpu_train_batch_size`: None
657
+ - `per_gpu_eval_batch_size`: None
658
+ - `gradient_accumulation_steps`: 1
659
+ - `eval_accumulation_steps`: None
660
+ - `torch_empty_cache_steps`: None
661
+ - `learning_rate`: 5e-05
662
+ - `weight_decay`: 0.0
663
+ - `adam_beta1`: 0.9
664
+ - `adam_beta2`: 0.999
665
+ - `adam_epsilon`: 1e-08
666
+ - `max_grad_norm`: 1.0
667
+ - `num_train_epochs`: 1
668
+ - `max_steps`: -1
669
+ - `lr_scheduler_type`: linear
670
+ - `lr_scheduler_kwargs`: {}
671
+ - `warmup_ratio`: 0.1
672
+ - `warmup_steps`: 0
673
+ - `log_level`: passive
674
+ - `log_level_replica`: warning
675
+ - `log_on_each_node`: True
676
+ - `logging_nan_inf_filter`: True
677
+ - `save_safetensors`: True
678
+ - `save_on_each_node`: False
679
+ - `save_only_model`: False
680
+ - `restore_callback_states_from_checkpoint`: False
681
+ - `no_cuda`: False
682
+ - `use_cpu`: False
683
+ - `use_mps_device`: False
684
+ - `seed`: 42
685
+ - `data_seed`: None
686
+ - `jit_mode_eval`: False
687
+ - `bf16`: True
688
+ - `fp16`: False
689
+ - `fp16_opt_level`: O1
690
+ - `half_precision_backend`: auto
691
+ - `bf16_full_eval`: False
692
+ - `fp16_full_eval`: False
693
+ - `tf32`: None
694
+ - `local_rank`: 0
695
+ - `ddp_backend`: None
696
+ - `tpu_num_cores`: None
697
+ - `tpu_metrics_debug`: False
698
+ - `debug`: []
699
+ - `dataloader_drop_last`: False
700
+ - `dataloader_num_workers`: 0
701
+ - `dataloader_prefetch_factor`: None
702
+ - `past_index`: -1
703
+ - `disable_tqdm`: False
704
+ - `remove_unused_columns`: True
705
+ - `label_names`: None
706
+ - `load_best_model_at_end`: False
707
+ - `ignore_data_skip`: False
708
+ - `fsdp`: []
709
+ - `fsdp_min_num_params`: 0
710
+ - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
711
+ - `fsdp_transformer_layer_cls_to_wrap`: None
712
+ - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
713
+ - `parallelism_config`: None
714
+ - `deepspeed`: None
715
+ - `label_smoothing_factor`: 0.0
716
+ - `optim`: adamw_torch
717
+ - `optim_args`: None
718
+ - `adafactor`: False
719
+ - `group_by_length`: False
720
+ - `length_column_name`: length
721
+ - `project`: huggingface
722
+ - `trackio_space_id`: trackio
723
+ - `ddp_find_unused_parameters`: None
724
+ - `ddp_bucket_cap_mb`: None
725
+ - `ddp_broadcast_buffers`: False
726
+ - `dataloader_pin_memory`: True
727
+ - `dataloader_persistent_workers`: False
728
+ - `skip_memory_metrics`: True
729
+ - `use_legacy_prediction_loop`: False
730
+ - `push_to_hub`: True
731
+ - `resume_from_checkpoint`: None
732
+ - `hub_model_id`: guyhadad01/EncodeRec_300M_Video_Games
733
+ - `hub_strategy`: checkpoint
734
+ - `hub_private_repo`: None
735
+ - `hub_always_push`: False
736
+ - `hub_revision`: None
737
+ - `gradient_checkpointing`: False
738
+ - `gradient_checkpointing_kwargs`: None
739
+ - `include_inputs_for_metrics`: False
740
+ - `include_for_metrics`: []
741
+ - `eval_do_concat_batches`: True
742
+ - `fp16_backend`: auto
743
+ - `push_to_hub_model_id`: None
744
+ - `push_to_hub_organization`: None
745
+ - `mp_parameters`:
746
+ - `auto_find_batch_size`: False
747
+ - `full_determinism`: False
748
+ - `torchdynamo`: None
749
+ - `ray_scope`: last
750
+ - `ddp_timeout`: 1800
751
+ - `torch_compile`: False
752
+ - `torch_compile_backend`: None
753
+ - `torch_compile_mode`: None
754
+ - `include_tokens_per_second`: False
755
+ - `include_num_input_tokens_seen`: no
756
+ - `neftune_noise_alpha`: None
757
+ - `optim_target_modules`: None
758
+ - `batch_eval_metrics`: False
759
+ - `eval_on_start`: False
760
+ - `use_liger_kernel`: False
761
+ - `liger_kernel_config`: None
762
+ - `eval_use_gather_object`: False
763
+ - `average_tokens_across_devices`: True
764
+ - `prompts`: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}
765
+ - `batch_sampler`: batch_sampler
766
+ - `multi_dataset_batch_sampler`: proportional
767
+ - `router_mapping`: {}
768
+ - `learning_rate_mapping`: {}
769
+
770
+ </details>
771
+
772
+ ### Training Logs
773
+ | Epoch | Step | Training Loss |
774
+ |:------:|:----:|:-------------:|
775
+ | 0.3165 | 50 | 0.3713 |
776
+ | 0.6329 | 100 | 0.25 |
777
+ | 0.9494 | 150 | 0.2071 |
778
+
779
+
780
+ ### Framework Versions
781
+ - Python: 3.12.11
782
+ - Sentence Transformers: 5.1.2
783
+ - Transformers: 4.57.0
784
+ - PyTorch: 2.7.1+cu126
785
+ - Accelerate: 1.10.0
786
+ - Datasets: 3.6.0
787
+ - Tokenizers: 0.22.1
788
+
789
+ ## Citation
790
+
791
+ ### BibTeX
792
+
793
+ #### Sentence Transformers
794
+ ```bibtex
795
+ @inproceedings{reimers-2019-sentence-bert,
796
+ title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
797
+ author = "Reimers, Nils and Gurevych, Iryna",
798
+ booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
799
+ month = "11",
800
+ year = "2019",
801
+ publisher = "Association for Computational Linguistics",
802
+ url = "https://arxiv.org/abs/1908.10084",
803
+ }
804
+ ```
805
+
806
+ #### CachedMultipleNegativesRankingLoss
807
+ ```bibtex
808
+ @misc{gao2021scaling,
809
+ title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
810
+ author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
811
+ year={2021},
812
+ eprint={2101.06983},
813
+ archivePrefix={arXiv},
814
+ primaryClass={cs.LG}
815
+ }
816
+ ```
817
+
818
+ <!--
819
+ ## Glossary
820
+
821
+ *Clearly define terms in order to be accessible across audiences.*
822
+ -->
823
+
824
+ <!--
825
+ ## Model Card Authors
826
+
827
+ *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
828
+ -->
829
+
830
+ <!--
831
+ ## Model Card Contact
832
+
833
+ *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
834
+ -->
last-checkpoint/added_tokens.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "<image_soft_token>": 262144
3
+ }
last-checkpoint/config.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_sliding_window_pattern": 6,
3
+ "architectures": [
4
+ "Gemma3TextModel"
5
+ ],
6
+ "attention_bias": false,
7
+ "attention_dropout": 0.0,
8
+ "attn_logit_softcapping": null,
9
+ "bos_token_id": 2,
10
+ "dtype": "bfloat16",
11
+ "eos_token_id": 1,
12
+ "final_logit_softcapping": null,
13
+ "head_dim": 256,
14
+ "hidden_activation": "gelu_pytorch_tanh",
15
+ "hidden_size": 768,
16
+ "initializer_range": 0.02,
17
+ "intermediate_size": 1152,
18
+ "layer_types": [
19
+ "sliding_attention",
20
+ "sliding_attention",
21
+ "sliding_attention",
22
+ "sliding_attention",
23
+ "sliding_attention",
24
+ "full_attention",
25
+ "sliding_attention",
26
+ "sliding_attention",
27
+ "sliding_attention",
28
+ "sliding_attention",
29
+ "sliding_attention",
30
+ "full_attention",
31
+ "sliding_attention",
32
+ "sliding_attention",
33
+ "sliding_attention",
34
+ "sliding_attention",
35
+ "sliding_attention",
36
+ "full_attention",
37
+ "sliding_attention",
38
+ "sliding_attention",
39
+ "sliding_attention",
40
+ "sliding_attention",
41
+ "sliding_attention",
42
+ "full_attention"
43
+ ],
44
+ "max_position_embeddings": 2048,
45
+ "model_type": "gemma3_text",
46
+ "num_attention_heads": 3,
47
+ "num_hidden_layers": 24,
48
+ "num_key_value_heads": 1,
49
+ "pad_token_id": 0,
50
+ "query_pre_attn_scalar": 256,
51
+ "rms_norm_eps": 1e-06,
52
+ "rope_local_base_freq": 10000.0,
53
+ "rope_scaling": null,
54
+ "rope_theta": 1000000.0,
55
+ "sliding_window": 257,
56
+ "transformers_version": "4.57.0",
57
+ "use_bidirectional_attention": true,
58
+ "use_cache": true,
59
+ "vocab_size": 262144
60
+ }
last-checkpoint/config_sentence_transformers.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "SentenceTransformer",
3
+ "__version__": {
4
+ "sentence_transformers": "5.1.2",
5
+ "transformers": "4.57.0",
6
+ "pytorch": "2.7.1+cu126"
7
+ },
8
+ "prompts": {
9
+ "query": "task: search result | query: ",
10
+ "document": "title: none | text: ",
11
+ "BitextMining": "task: search result | query: ",
12
+ "Clustering": "task: clustering | query: ",
13
+ "Classification": "task: classification | query: ",
14
+ "InstructionRetrieval": "task: code retrieval | query: ",
15
+ "MultilabelClassification": "task: classification | query: ",
16
+ "PairClassification": "task: sentence similarity | query: ",
17
+ "Reranking": "task: search result | query: ",
18
+ "Retrieval": "task: search result | query: ",
19
+ "Retrieval-query": "task: search result | query: ",
20
+ "Retrieval-document": "title: none | text: ",
21
+ "STS": "task: sentence similarity | query: ",
22
+ "Summarization": "task: summarization | query: "
23
+ },
24
+ "default_prompt_name": null,
25
+ "similarity_fn_name": "cosine"
26
+ }
last-checkpoint/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ed97556fec55b23bcdc8feaada29f88bd20130b8114745ba06ea0ba9d9935736
3
+ size 605759848
last-checkpoint/modules.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ {
21
+ "idx": 3,
22
+ "name": "3",
23
+ "path": "3_Dense",
24
+ "type": "sentence_transformers.models.Dense"
25
+ },
26
+ {
27
+ "idx": 4,
28
+ "name": "4",
29
+ "path": "4_Normalize",
30
+ "type": "sentence_transformers.models.Normalize"
31
+ }
32
+ ]
last-checkpoint/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d4c9cb765ccf1e2efb53d18c20f25c2db19991c9bb46f56da60e9ed6bea94d7c
3
+ size 1230592267
last-checkpoint/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1b842d01077e0ad22c648f9a47f0bbf360566266ca717ff34ade7a10f9b6fc8c
3
+ size 14645
last-checkpoint/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1e7ec6d53c1f5fef0bfb398877d49df7c9539a61b77ebc03500c19a9188bbc29
3
+ size 1465
last-checkpoint/sentence_bert_config.json ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {
2
+ "max_seq_length": 512,
3
+ "do_lower_case": false
4
+ }
last-checkpoint/special_tokens_map.json ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "boi_token": "<start_of_image>",
3
+ "bos_token": {
4
+ "content": "<bos>",
5
+ "lstrip": false,
6
+ "normalized": false,
7
+ "rstrip": false,
8
+ "single_word": false
9
+ },
10
+ "eoi_token": "<end_of_image>",
11
+ "eos_token": {
12
+ "content": "<eos>",
13
+ "lstrip": false,
14
+ "normalized": false,
15
+ "rstrip": false,
16
+ "single_word": false
17
+ },
18
+ "image_token": "<image_soft_token>",
19
+ "pad_token": {
20
+ "content": "<pad>",
21
+ "lstrip": false,
22
+ "normalized": false,
23
+ "rstrip": false,
24
+ "single_word": false
25
+ },
26
+ "unk_token": {
27
+ "content": "<unk>",
28
+ "lstrip": false,
29
+ "normalized": false,
30
+ "rstrip": false,
31
+ "single_word": false
32
+ }
33
+ }
last-checkpoint/tokenizer.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c79a190be01275b078b3574d02188abc5784e5651a101b20d826371ba8e897dc
3
+ size 33385261
last-checkpoint/tokenizer.model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
3
+ size 4689074
last-checkpoint/tokenizer_config.json ADDED
The diff for this file is too large to render. See raw diff
 
last-checkpoint/trainer_state.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_global_step": null,
3
+ "best_metric": null,
4
+ "best_model_checkpoint": null,
5
+ "epoch": 1.0,
6
+ "eval_steps": 500,
7
+ "global_step": 158,
8
+ "is_hyper_param_search": false,
9
+ "is_local_process_zero": true,
10
+ "is_world_process_zero": true,
11
+ "log_history": [
12
+ {
13
+ "epoch": 0.31645569620253167,
14
+ "grad_norm": 7.34375,
15
+ "learning_rate": 3.8380281690140847e-05,
16
+ "loss": 0.3713,
17
+ "step": 50
18
+ },
19
+ {
20
+ "epoch": 0.6329113924050633,
21
+ "grad_norm": 6.59375,
22
+ "learning_rate": 2.0774647887323944e-05,
23
+ "loss": 0.25,
24
+ "step": 100
25
+ },
26
+ {
27
+ "epoch": 0.9493670886075949,
28
+ "grad_norm": 5.4375,
29
+ "learning_rate": 3.1690140845070423e-06,
30
+ "loss": 0.2071,
31
+ "step": 150
32
+ }
33
+ ],
34
+ "logging_steps": 50,
35
+ "max_steps": 158,
36
+ "num_input_tokens_seen": 0,
37
+ "num_train_epochs": 1,
38
+ "save_steps": 200,
39
+ "stateful_callbacks": {
40
+ "TrainerControl": {
41
+ "args": {
42
+ "should_epoch_stop": false,
43
+ "should_evaluate": false,
44
+ "should_log": false,
45
+ "should_save": true,
46
+ "should_training_stop": true
47
+ },
48
+ "attributes": {}
49
+ }
50
+ },
51
+ "total_flos": 0.0,
52
+ "train_batch_size": 512,
53
+ "trial_name": null,
54
+ "trial_params": null
55
+ }
last-checkpoint/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:53d684ea1226c8d100fc76331f4db53d916bc8c9b0220d3a09e79ae60612b730
3
+ size 6289
last-checkpoint/vocab.txt ADDED
The diff for this file is too large to render. See raw diff