Add new SentenceTransformer model.

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "word_embedding_dimension": 384,
+  "pooling_mode_cls_token": true,
+  "pooling_mode_mean_tokens": false,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md

@@ -0,0 +1,557 @@
+---
+base_model: sentence-transformers/multi-qa-MiniLM-L6-dot-v1
+datasets: []
+language: []
+library_name: sentence-transformers
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:180
+- loss:MultipleNegativesRankingLoss
+widget:
+- source_sentence: What is the penalty awarded to the non-offending team if a player
+    in possession holds or impedes a defending player?
+  sentences:
+  - 15. 5 after effecting the touch, the defending player must retire the required
+    seven ( 7 ) metres or to the defending try line as indicated by the referee without
+    interfering with the attacking team. ruling = a penalty to the attacking team
+    ten ( 10 ) metres forward of the infringement or if on the defensive try line,
+    on the seven ( 7 ) metre line. fit playing rules - 5th edition copyright © touch
+    football australia 2020 13 16 obstruction 16. 1 a player in possession must not
+    run or otherwise move behind other attacking players or the referee in an attempt
+    to avoid an imminent touch. ruling = a penalty to the non - offending team at
+    the point of the infringement. 16. 2 the player in possession is not to hold or
+    otherwise impede a defending player in any way. ruling = a penalty to the non
+    - offending team at the point of the infringement.
+  - 'these rules in no way restrict any nta or their authorised competition providers
+    from having different match conditions to these rules. any adaptation of or alterations
+    to the rules for local competitions should be clearly articulated in relevant
+    competition guidelines and be readily available for players, coaches and referees
+    alike preamble copyright © touch football australia 2020 all rights reserved.
+    these touch football rules are protected by copyright laws. except as permitted
+    under the copyright act, these rules must not be reproduced by any process, electronic
+    or otherwise, without the written permission of touch football australia. fit
+    playing rules - 5th edition copyright © touch football australia 2020 appendix
+    1 – field of play contents 01 i the field of play 5 02 i player registration 5
+    03 i the ball 6 04 i playing uniform 6 05 i team composition 6 06 i team coach
+    and team officials 7 07 i commencement and recommencement of play 7 08 i match
+    duration 8 09 i possession 8 10 i the touch 9 11 i passing 10 12 i ball touched
+    in flight 10 13 i the rollball 11 14 i scoring 13 15 i offside 13 16 i obstruction
+    14 17 i interchange 14 18 i penalty 15 19 i advantage 16 20 i misconduct 16 21
+    i forced interchange 16 22 i sin bin 16 23 i dismissal 17 24 i drop - off 17 25
+    i match officials 18 fit playing rules - 5th edition copyright © touch football
+    australia 2020 fit playing rules - 5th edition copyright © touch football australia
+    2020 definitions and terminology unless the contrary intention appears, the following
+    definitions and terminology apply to the game of touch : term / phrase definition
+    / description advantage the period of time after an infringement in which the
+    non - offending side has the opportunity to gain advantage either territorial,
+    tactical or in the form of a try.'
+  - fit playing rules - 5th edition copyright © touch football australia 2020 3 sin
+    bin area the area between the dead ball line and the perimeter where players are
+    sent for either a sin bin period or exclusion for repeated seven metre zone infringements.
+    there are four ( 4 ) sin bin areas. see appendix 1. spirit of the game the act
+    of good sportsmanship and fair play. substitute player the player who replaces
+    another player during interchange. there is a maximum of eight ( 8 ) substitute
+    players in any team and except when interchanging, in the sin bin, dismissed or
+    on the field of play, they must remain in the substitution box. tap and tap penalty
+    the method of commencing the match, recommencing the match after half time and
+    after a try has been scored. the tap is also the method of recommencing play when
+    a penalty is awarded. the tap is taken by placing the ball on the ground at or
+    behind the mark, releasing both hands from the ball, tapping the ball gently with
+    either foot or touching the foot on the ball. the ball must not roll or move more
+    than one ( 1 ) metre in any direction and must be retrieved cleanly, without touching
+    the ground again.
+- source_sentence: What is the consequence for teams playing unregistered players?
+  sentences:
+  - 12. 2 if a player from the defending team deliberately makes contact with the
+    ball in flight and the ball is retrieved by an attacking player, without touching
+    the ground, play continues and the next touch is zero ( 0 ) touch. 12. 3 if a
+    player from the defending team deliberately makes contact with the ball in flight,
+    propelling it forward and an attacking player, in an attempt to regain possession,
+    drops the ball, the attacking team retains possession and the fit playing rules
+    - 5th edition 10 copyright © touch football australia 2020 touch count restarts
+    as zero ( 0 ) touch. 12. 4 if a player from the defending team deliberately makes
+    contact with the ball in flight, propelling it towards the defending team ’ s
+    dead ball line and an attacking player, in an attempt to regain possession drops
+    the ball, a change of possession occurs. 12. 5 if a player from the defending
+    team unintentionally makes contact with the ball in flight and the ball goes to
+    ground, a change of possession occurs. 12. 6 if a player from the defending team
+    unintentionally makes contact with the ball in flight and the ball is retrieved
+    by an attacking player, play and the touch count continues.
+  - 8. 3. 1 should a penalty be awarded during this period, the penalty is to be taken.
+    8. 4 if a match is abandoned in any circumstances other than those referred to
+    in clause 24. 1. 6 the nta or nta competition provider in its sole discretion
+    shall determine the result of the match. 9 possession 9. 1 the team with the ball
+    is entitled to six ( 6 ) touches prior to a change of possession. 9. 2 on the
+    change of possession due to an intercept, the first touch will be zero ( 0 ) touch.
+    9. 3 following the sixth touch or a loss of possession due to any other means,
+    the ball must be returned to the mark without delay. ruling = a deliberate delay
+    in the changeover procedure will result in a penalty awarded to the non - offending
+    team ten ( 10 ) metres forward of the mark for the change of possession. 9. 4
+    if the ball is dropped or passed and goes to ground during play, a change of possession
+    results. ruling = the mark for the change of possession is where the ball makes
+    initial contact with the ground.
+  - 2 player registration 2. 1 participating players are to be registered with a nta
+    or with an approved nta competition provider. 2. 2 teams playing unregistered
+    players are liable to forfeit any match in which unregistered players have competed.
+    fit playing rules - 5th edition copyright © touch football australia 2020 5 3
+    the ball 3. 1 the game is played with an oval, inflated ball of a shape, colour
+    and size approved by fit or the nta. 3. 2 the ball shall be inflated to the manufacturers
+    ’ recommended air pressure. 3. 3 the referee shall immediately pause the match
+    if the size and shape of the ball no longer complies with clauses 3. 1 or 3. 2
+    to allow for the ball to replaced or the issue rectified. 3. 4 the ball must not
+    be hidden under player attire. 4 playing uniform 4. 1 participating players are
+    to be correctly attired in matching team uniforms 4. 2 playing uniforms consist
+    of shirt, singlet or other item as approved by the nta or nta competition provider,
+    shorts and / or tights and socks.
+- source_sentence: What is the length of the field of play from try line to try line?
+  sentences:
+  - fit playing rules - 5th edition 4 copyright © touch football australia 2020 rules
+    of play mode of play the object of the game of touch is for each team to score
+    tries and to prevent the opposition from scoring. the ball may be passed, knocked
+    or handed between players of the attacking team who may in turn run or otherwise
+    move with the ball in an attempt to gain territorial advantage and to score tries.
+    defending players prevent the attacking team from gaining a territorial advantage
+    by touching the ball carrier. 1 the field of play 1. 1 the field of play is rectangular
+    in shape measuring 70 metres in length from try line to try line, excluding the
+    in - goal areas and 50 metres in width from sideline to sideline excluding the
+    interchange areas. 1. 1. 1 variations to the dimensions of the field of play may
+    be made but must be included in relevant competition, event or tournament conditions
+    1. 2 line markings should be 4cm in width but must be no less than 2. 5cm. line
+    markings are to be laid out as shown in appendix 1 - the field of play.
+  - 22 sin bin 22. 1 the on - field referee is required to indicate the commencement
+    and the end of the sin bin time. 22. 2 any player sent to the sin bin must stand
+    in the sin bin area at the opposition ’ s end of the field of play and on the
+    same side as their interchange area. 22. 3 any player sent to the sin bin must
+    return to the interchange area prior to re - entering the field of play. 22. 4
+    any action that causes the touch count to restart will result in a continuation
+    of that possession. for the avoidance of doubt, should a defender knock the ball
+    down or give away a penalty, this does not mean that the possession has been completed,
+    but rather the possession continues. fit playing rules - 5th edition 16 copyright
+    © touch football australia 2020 23 dismissal 23. 1 a player or official dismissed
+    for misconduct is to take no further part in that match and is to move to and
+    remain outside the perimeter for the remainder of the match. 23. 2 the dismissed
+    player or official cannot be replaced and, in accordance with nta disciplinary
+    regulations, that player shall receive an automatic two ( 2 ) match suspension.
+  - 25. 1. 2 adjudicate on the rules of the game ; 25. 1. 3 impose any sanction necessary
+    to control the match ; 25. 1. 4 award tries and record the progressive score ;
+    25. 1. 5 maintain a count of touches during each possession ; 25. 1. 6 award penalties
+    for infringements against the rules ; and 25. 1. 7 report to the relevant competition
+    administration any sin bins, dismissals or injuries to any participant sustained
+    during a match. 25. 2 only team captains are permitted to seek clarification of
+    a decision directly from the referee. an approach may only be made during a break
+    in play or at the discretion of the referee. fit playing rules - 5th edition 18
+    copyright © touch football australia 2020 halfway line sin bin areas in - goal
+    area try line 7 m zone dead ball line perimeter interchange area 20m 10m 10m 1m
+    5m 7 m 7 m 7 m 7 m 50m 3m 70m interchange area appendix 1 – field of play fit
+    playing rules - 5th edition copyright © touch football australia 2020 19 federation
+    of international touch
+- source_sentence: What is the distance from the point of infringement where a penalty
+    can be taken, according to rule 15.2 and 15.3?
+  sentences:
+  - 15. 2 at a tap, all players from the defending team must retire a distance of
+    ten ( 10 ) metres from the mark or to the defending try line as indicated by the
+    referee. ruling = a penalty to the attacking team at the point of the infringement
+    or on the ten ( 10 ) metre line directly forward of the infringement. 15. 3 at
+    a rollball or tap, players from the defending team must not retire an unreasonable
+    distance beyond the defending try line. ruling = a penalty to the attacking team
+    at the point of the infringement or on the seven ( 7 ) metre line directly forward
+    of the infringement. 15. 4 when a rollball occurs within defending team ’ s seven
+    metre zone or a penalty tap within ten ( 10 ) metres of the defending team ’ s
+    try line, all players from the defending team must have both feet on or behind
+    their try line and no other part of the body in contact with the ground forward
+    of their try line. ruling = a penalty to the attacking team at the seven ( 7 )
+    metre line directly forward of the point of the infringement.
+  - 'fit playing rules - 5th edition copyright © touch football australia 2020 17
+    24. 3 at the commencement of the drop - off, if there is a player serving time
+    in the sin bin and is yet to complete the required time, their team commences
+    the drop - off with one ( 1 ) less player on the field than their opposition and
+    continues to play with one ( 1 ) player less until the sin bin period has been
+    completed. 24. 4 at the commencement of the drop - off, if a team has had a player
+    dismissed for the remainder of the match that team continues to play with one
+    ( 1 ) player less than the opposition team for the duration of the drop - off.
+    24. 5 for the avoidance of doubt for clauses 24. 3 and 24. 4 the non - offending
+    team will retain a numerical advantage on the field of play during the drop -
+    off. 25 match officials 25. 1 the referee is the sole judge on all match related
+    matters inside the perimeter for the duration of a match, has jurisdiction over
+    all players, coaches and officials and is required to : 25. 1. 1 inspect the field
+    of play, line markings and markers prior to the commencement of the match to ensure
+    the safety of all participants.'
+  - 'these rules in no way restrict any nta or their authorised competition providers
+    from having different match conditions to these rules. any adaptation of or alterations
+    to the rules for local competitions should be clearly articulated in relevant
+    competition guidelines and be readily available for players, coaches and referees
+    alike preamble copyright © touch football australia 2020 all rights reserved.
+    these touch football rules are protected by copyright laws. except as permitted
+    under the copyright act, these rules must not be reproduced by any process, electronic
+    or otherwise, without the written permission of touch football australia. fit
+    playing rules - 5th edition copyright © touch football australia 2020 appendix
+    1 – field of play contents 01 i the field of play 5 02 i player registration 5
+    03 i the ball 6 04 i playing uniform 6 05 i team composition 6 06 i team coach
+    and team officials 7 07 i commencement and recommencement of play 7 08 i match
+    duration 8 09 i possession 8 10 i the touch 9 11 i passing 10 12 i ball touched
+    in flight 10 13 i the rollball 11 14 i scoring 13 15 i offside 13 16 i obstruction
+    14 17 i interchange 14 18 i penalty 15 19 i advantage 16 20 i misconduct 16 21
+    i forced interchange 16 22 i sin bin 16 23 i dismissal 17 24 i drop - off 17 25
+    i match officials 18 fit playing rules - 5th edition copyright © touch football
+    australia 2020 fit playing rules - 5th edition copyright © touch football australia
+    2020 definitions and terminology unless the contrary intention appears, the following
+    definitions and terminology apply to the game of touch : term / phrase definition
+    / description advantage the period of time after an infringement in which the
+    non - offending side has the opportunity to gain advantage either territorial,
+    tactical or in the form of a try.'
+- source_sentence: What is the consequence if a defending team is penalized three
+    times in their seven-meter zone during a single possession?
+  sentences:
+  - 5th edition rules touch football tion rules touch football touch football australia
+    ( tfa ) undertook an extensive internal review of their domestic playing rules
+    throughout 2018 and 2019. the review was led by an vastly experienced group of
+    current and past players, coaches, referees and administrators of the sport from
+    community competitions to the elite international game. this group consulted broadly
+    within the australian community to develop a set of playing rules that could be
+    applied across all levels of the sport. the result was the tfa 8th edition playing
+    rules. at the federation of international touch paris convention held in october
+    2019 touch football australia presented the tfa 8th edition playing rules and
+    subsequently offered fit and all national touch associations ( ntas ) royalty
+    free rights to use the newly developed rules. consequently, the fit board resolved
+    to adopt the tfa 8th edition playing rules as the 5th edition fit playing rules
+    to be used across all levels of the game internationally. fit and its members
+    acknowledge and thank touch football australia for the rights to use these rules.
+    whilst consistency in the application of the rules of the game is important, fit
+    encourages its members to offer features in local competition rules to ensure
+    that all participants enjoy a high quality experience.
+  - 17. 2 there is no limit to the number of times a player may interchange. 17. 3
+    interchange players must remain in their interchange area for the duration of
+    the match. 17. 4 interchanges may only occur after the player leaving the field
+    of play has entered the interchange area. 17. 5 players leaving or entering the
+    field of play shall not hinder or obstruct play. ruling = a penalty to the non
+    - offending team at the point of the infringement. 17. 6 players entering the
+    field of play must take up an onside position before becoming involved in play.
+    fit playing rules - 5th edition 14 copyright © touch football australia 2020 ruling
+    = a penalty to the non - offending team at the point of the infringement. 17.
+    7 when an intercept has occurred or a line break made, players are not permitted
+    to interchange until the next touch has been made or ball becomes dead. ruling
+    a = if a player enters the field of play and prevents the scoring of a try, a
+    penalty try will be awarded and the offending player sent to the sin bin.
+  - 18. 5 the mark must be indicated by the referee before a penalty tap is taken.
+    18. 6 the penalty tap must be performed without delay after the referee indicates
+    the mark. ruling = a penalty to the non - offending team at the point of infringement.
+    18. 7 a player may perform a rollball instead of a penalty tap and the player
+    who receives the ball does not become the half. 18. 8 if the defending team is
+    penalised three ( 3 ) times upon entering their seven metre zone during a single
+    possession, the last offending player will be given an exclusion until the end
+    of that possession. 18. 9 a penalty try is awarded if any action by a player,
+    team official or spectator, deemed by the referee to be contrary to the rules
+    or spirit of the game clearly prevents the attacking team from scoring a try.
+    fit playing rules - 5th edition copyright © touch football australia 2020 15 19
+    advantage 19. 1 where a defending team player is offside at a tap or rollball
+    and attempts to interfere with play, the referee will allow advantage or award
+    a penalty, whichever is of greater advantage to the attacking team.
+---
+
+# SentenceTransformer based on sentence-transformers/multi-qa-MiniLM-L6-dot-v1
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/multi-qa-MiniLM-L6-dot-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-dot-v1). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [sentence-transformers/multi-qa-MiniLM-L6-dot-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-dot-v1) <!-- at revision c3bdeb02464bc83f9b85156a3386a50bfbf3e6a8 -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 384 tokens
+- **Similarity Function:** Dot Product
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("Trelis/multi-qa-MiniLM-L6-dot-v1-ft-pairs-4-cst-epoch-s1")
+# Run inference
+sentences = [
+    'What is the consequence if a defending team is penalized three times in their seven-meter zone during a single possession?',
+    '18. 5 the mark must be indicated by the referee before a penalty tap is taken. 18. 6 the penalty tap must be performed without delay after the referee indicates the mark. ruling = a penalty to the non - offending team at the point of infringement. 18. 7 a player may perform a rollball instead of a penalty tap and the player who receives the ball does not become the half. 18. 8 if the defending team is penalised three ( 3 ) times upon entering their seven metre zone during a single possession, the last offending player will be given an exclusion until the end of that possession. 18. 9 a penalty try is awarded if any action by a player, team official or spectator, deemed by the referee to be contrary to the rules or spirit of the game clearly prevents the attacking team from scoring a try. fit playing rules - 5th edition copyright © touch football australia 2020 15 19 advantage 19. 1 where a defending team player is offside at a tap or rollball and attempts to interfere with play, the referee will allow advantage or award a penalty, whichever is of greater advantage to the attacking team.',
+    '5th edition rules touch football tion rules touch football touch football australia ( tfa ) undertook an extensive internal review of their domestic playing rules throughout 2018 and 2019. the review was led by an vastly experienced group of current and past players, coaches, referees and administrators of the sport from community competitions to the elite international game. this group consulted broadly within the australian community to develop a set of playing rules that could be applied across all levels of the sport. the result was the tfa 8th edition playing rules. at the federation of international touch paris convention held in october 2019 touch football australia presented the tfa 8th edition playing rules and subsequently offered fit and all national touch associations ( ntas ) royalty free rights to use the newly developed rules. consequently, the fit board resolved to adopt the tfa 8th edition playing rules as the 5th edition fit playing rules to be used across all levels of the game internationally. fit and its members acknowledge and thank touch football australia for the rights to use these rules. whilst consistency in the application of the rules of the game is important, fit encourages its members to offer features in local competition rules to ensure that all participants enjoy a high quality experience.',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 384]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 32
+- `learning_rate`: 2e-05
+- `num_train_epochs`: 4
+- `lr_scheduler_type`: constant
+- `warmup_ratio`: 0.3
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: steps
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 32
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `learning_rate`: 2e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 4
+- `max_steps`: -1
+- `lr_scheduler_type`: constant
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.3
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | loss   |
+|:------:|:----:|:-------------:|:------:|
+| 0.3333 | 2    | 1.7279        | -      |
+| 0.5    | 3    | -             | 1.3621 |
+| 0.6667 | 4    | 1.4819        | -      |
+| 1.0    | 6    | 1.5272        | 1.2755 |
+| 1.3333 | 8    | 1.2528        | -      |
+| 1.5    | 9    | -             | 1.2600 |
+| 1.6667 | 10   | 1.421         | -      |
+| 2.0    | 12   | 1.1836        | 1.2422 |
+| 2.3333 | 14   | 1.2527        | -      |
+| 2.5    | 15   | -             | 1.2317 |
+| 2.6667 | 16   | 1.485         | -      |
+| 3.0    | 18   | 0.8239        | 1.1883 |
+| 3.3333 | 20   | 1.1028        | -      |
+| 3.5    | 21   | -             | 1.1533 |
+| 3.6667 | 22   | 0.9746        | -      |
+| 4.0    | 24   | 0.816         | 1.1237 |
+
+
+### Framework Versions
+- Python: 3.10.12
+- Sentence Transformers: 3.0.1
+- Transformers: 4.42.3
+- PyTorch: 2.1.1+cu121
+- Accelerate: 0.31.0
+- Datasets: 2.17.1
+- Tokenizers: 0.19.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@misc{henderson2017efficient,
+    title={Efficient Natural Language Response Suggestion for Smart Reply}, 
+    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
+    year={2017},
+    eprint={1705.00652},
+    archivePrefix={arXiv},
+    primaryClass={cs.CL}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "sentence-transformers/multi-qa-MiniLM-L6-dot-v1",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 384,
+  "initializer_range": 0.02,
+  "intermediate_size": 1536,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.42.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.0.1",
+    "transformers": "4.42.3",
+    "pytorch": "2.1.1+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "dot"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc9df27687aa5ea4d17c14ca6f84f5355dfdd1dc146af28450a6a5d77efe28f2
+size 90864192

modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 512,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,64 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "max_length": 250,
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}