Add new SentenceTransformer model.

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "word_embedding_dimension": 384,
+  "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
+}

README.md

@@ -0,0 +1,548 @@
+---
+base_model: sentence-transformers/multi-qa-MiniLM-L6-cos-v1
+datasets: []
+language: []
+library_name: sentence-transformers
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:211
+- loss:MultipleNegativesRankingLoss
+widget:
+- source_sentence: How long is the initial period of extra time in the drop-off procedure?
+  sentences:
+  - required in drawn matches, the following drop - off procedure is used to determine
+    a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players
+    and within 60 seconds take up a position to restart play from the halfway line,
+    defending the same end of the field as at the end of play. 24. 1. 2 the drop -
+    off commences with a tap from the centre of the halfway line by the team that
+    did not commence the match with possession. 24. 1. 3 the drop - off will commence
+    with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading
+    at the expiration of the two ( 2 ) minute period of extra time then that team
+    will be declared the winner and match complete. 24. 1. 5 should neither team be
+    leading at the expiration of two ( 2 ) minutes, a signal is given and the match
+    will pause at the next touch or dead ball. each team will then remove another
+    player from the field of play. 24. 1. 6 the match will recommence immediately
+    after the players have left the field at the same place where it paused ( i. e.
+    the team retains possession at the
+  - 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. sidelines
+    extend seven ( 7 ) metres beyond the try lines to join the dead ball lines and
+    define the in - goal areas which measure fifty ( 50 ) metres wide by seven ( 7
+    ) metres in length. 1. 3 the interchange areas are located no closer than one
+    ( 1 ) metre from each sideline. 1. 4 suitably sized markers, cones or corner posts
+    of a distinguishing colour and made from safe and pliable material should be positioned
+    at the intersections of the sideline and halfway line and the sideline and the
+    try line. 1. 4. 1 markers, cones or corner posts placed on the junction of the
+    sideline and try line are deemed to be in the field of play. 1. 4. 2 all other
+    markers or cones are deemed to be out of the field of play. 1. 5 the standard
+    playing surface is grass. other surfaces including synthetic grass may be used
+    but shall be subject to nta approved standards. 1. 6 the field of play
+  - required in drawn matches, the following drop - off procedure is used to determine
+    a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players
+    and within 60 seconds take up a position to restart play from the halfway line,
+    defending the same end of the field as at the end of play. 24. 1. 2 the drop -
+    off commences with a tap from the centre of the halfway line by the team that
+    did not commence the match with possession. 24. 1. 3 the drop - off will commence
+    with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading
+    at the expiration of the two ( 2 ) minute period of extra time then that team
+    will be declared the winner and match complete. 24. 1. 5 should neither team be
+    leading at the expiration of two ( 2 ) minutes, a signal is given and the match
+    will pause at the next touch or dead ball. each team will then remove another
+    player from the field of play. 24. 1. 6 the match will recommence immediately
+    after the players have left the field at the same place where it paused ( i. e.
+    the team retains possession at the
+- source_sentence: What happens to the touch count 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 drops the ball?
+  sentences:
+  - '##s as zero ( 0 ) touch. 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.'
+  - 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. sidelines
+    extend seven ( 7 ) metres beyond the try lines to join the dead ball lines and
+    define the in - goal areas which measure fifty ( 50 ) metres wide by seven ( 7
+    ) metres in length. 1. 3 the interchange areas are located no closer than one
+    ( 1 ) metre from each sideline. 1. 4 suitably sized markers, cones or corner posts
+    of a distinguishing colour and made from safe and pliable material should be positioned
+    at the intersections of the sideline and halfway line and the sideline and the
+    try line. 1. 4. 1 markers, cones or corner posts placed on the junction of the
+    sideline and try line are deemed to be in the field of play. 1. 4. 2 all other
+    markers or cones are deemed to be out of the field of play. 1. 5 the standard
+    playing surface is grass. other surfaces including synthetic grass may be used
+    but shall be subject to nta approved standards. 1. 6 the field of play
+  - ( 4 ) defending players are in an onside position or unless directed to so by
+    the referee. where the number of players on the field from the defending team
+    falls below four ( 4 ), all players must be in an onside position for a tap to
+    be taken unless directed to do so by the referee. ruling = the player will be
+    directed to return to the mark and to take the tap again. 7. 7 the tap to commence
+    or recommence play must be performed without delay. ruling = a penalty to the
+    non - offending team at the centre of the halfway line. 8 match duration 8. 1
+    a match is 40 minutes in duration, consisting of two ( 2 ) x 20 minute halves
+    with a half time break. 8. 1. 1 there is no time off for injury during a match.
+    8. 2 local competition and tournament conditions may vary the duration of a match.
+    8. 3 when time expires, play is to continue until the next touch or dead ball
+    and end of play is signaled by the referee. 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
+- source_sentence: What happens if an attacking player fails to perform a rollball
+    on the mark?
+  sentences:
+  - '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. 12. 7
+    a player from the attacking team cannot pass the ball into a defending player
+    intentionally seeking a rebound or a restart of the touch count. ruling = a penalty
+    to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking
+    player is to position on the mark, face the opponent ’ s try line, make a genuine
+    attempt to stand parallel to the sidelines, place the ball on the ground between
+    the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or
+    13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or
+    13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending
+    team at the point of the infringement. 13. 2 a player must perform the rollball
+    on the mark. ruling = a penalty to the defending team at the point of the infringement.
+    13. 3 a player must not perform a voluntary rollball'
+  - dead ball and end of play is signaled by the referee. 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. 9. 5 if the ball, while still under the control of the
+    half
+  - ( 7 ) metre line. 10. 7 the half may pass or run with the ball but cannot get
+    touched while in possession of the ball. ruling = a change of possession occurs
+    at the point of the touch, or if in - goal the nearest point on the seven ( 7
+    ) metre line. 10. 8 if a touch is made in the in - goal area before the ball is
+    grounded, the player in possession is to perform a rollball seven ( 7 ) metres
+    from the team ’ s attacking try line, provided it is not the sixth touch and the
+    player is not half. 10. 9 if a player in possession is touched while on or behind
+    their defending try line, the touch counts and once the referee sets the mark
+    seven ( 7 ) metres directly forward of the contact point from the defending team
+    ’ s try line, a rollball is performed. 10. 10 if a player in possession intentionally
+    makes a touch on an offside defender who is making every effort to retire and
+    remain out of play, the touch counts. fit playing rules - 5th edition copyright
+    © touch football australia 2020 9 10. 11 if a touch is made on a player in possession
+    while the player is juggling the ball in an attempt to maintain control of it,
+- source_sentence: What is the result of a match if it is abandoned in circumstances
+    other than those specified in clause 24.1.6?
+  sentences:
+  - 'touch football australia 2020 11 13. 5. 5 when possession changes after the half
+    is touched or when the half places the ball on or over the try line ; or 13. 5.
+    6 in replacement of a penalty tap ; or 13. 5. 7 when so directed by the referee.
+    13. 6 a player is to perform a rollball seven ( 7 ) metres in - field under the
+    following circumstances : 13. 6. 1 when a change of possession takes place due
+    to a player in possession making contact with the sideline or any ground outside
+    the field of play, prior to a touch being made ; or 13. 6. 2 when the ball not
+    in possession of a player makes contact with the sideline or any ground outside
+    the field of play. 13. 7 a player may not perform a tap in replacement of a rollball.
+    ruling = the offending team must return to the mark and perform the rollball.
+    13. 8 an attacking player, other than the player performing the rollball, may
+    receive the ball at the rollball and shall do so without delay. that player is
+    referred to as the half. 13. 9 the half may control the ball with a foot prior
+    to picking up the ball. 13. 10 a player'
+  - a rollball. half time the break in play between the two halves of a match. imminent
+    about to occur, it is almost certain to occur. infringement the action of a player
+    contrary to the rules of the game. in - goal area the area in the field of play
+    bounded by the sidelines, the try lines and the dead ball lines. there are two
+    ( 2 ), one ( 1 ) at each end of the field of play. see appendix 1. interchange
+    the act of an on - field player leaving the field of play to be replaced by an
+    off - field player entering the field of play. interchange area a marked rectangle
+    for each team on opposite sides of the field of play usually measuring 20 metres
+    long by no more than five ( 5 ) metres wide, extending ten ( 10 ) metres either
+    side of the halfway line and not less than one ( 1 ) metre from the sideline.
+    it is the area in which all off - field players must remain until an interchange
+    is initiated. see appendix 1. kick strike or propel forcibly with the foot, a
+    blow or forceful thrust with the foot to the ball. a tap to commence or recommence
+    play or a penalty tap is not defined as a kick. line markings
+  - dead ball and end of play is signaled by the referee. 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. 9. 5 if the ball, while still under the control of the
+    half
+- source_sentence: What is the ruling if an attacking player intentionally passes
+    the ball to a defending player seeking a rebound or restart of the touch count?
+  sentences:
+  - '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. 12. 7
+    a player from the attacking team cannot pass the ball into a defending player
+    intentionally seeking a rebound or a restart of the touch count. ruling = a penalty
+    to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking
+    player is to position on the mark, face the opponent ’ s try line, make a genuine
+    attempt to stand parallel to the sidelines, place the ball on the ground between
+    the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or
+    13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or
+    13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending
+    team at the point of the infringement. 13. 2 a player must perform the rollball
+    on the mark. ruling = a penalty to the defending team at the point of the infringement.
+    13. 3 a player must not perform a voluntary rollball'
+  - . see appendix 1. kick strike or propel forcibly with the foot, a blow or forceful
+    thrust with the foot to the ball. a tap to commence or recommence play or a penalty
+    tap is not defined as a kick. line markings markings of the field of play. see
+    appendix 1. link the player beside the wing player. mark ( for a tap ) the centre
+    of the halfway line for the commencement or recommencement of play, or the position
+    where a penalty tap is awarded as a result of an infringement. mark ( for a touch
+    ) the position in the field of play where the player in possession was at the
+    time the touch was made. fit playing rules - 5th edition 2 copyright © touch football
+    australia 2020 middle the player inside the link player. nta national touch association
+    as defined in the fit constitution. obstruction a deliberate attempt by either
+    an attacking or defending player to gain an unfair advantage by interfering with
+    the opposition to prevent them from gaining a rightful advantage. offside ( attacker
+    ) an attacking player in a position forward of the ball. offside ( defender )
+    a defending player in a position closer than seven ( 7 ) metres from the mark
+    of the rollball ; or ten ( 10 ) metres from the mark
+  - 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. 9. 5 if the ball, while still under the control of the half,
+    contacts the ground in the in - goal area, possession is lost. ruling = play will
+    restart with a rollball at the nearest point on the seven ( 7 ) metre line. fit
+    playing rules - 5th edition 8 copyright © touch football australia 2020 9. 6 if
+    a player mishandles the ball and even if in an effort to gain control, the ball
+    is accidentally knocked forward into any other player, a change of possession
+    results. 10 the touch 10. 1 a touch may be made by either a defending player or
+    a player in possession. 10. 2 a defending player may not claim a touch if contact
+    has not been made. if a player claims a touch has been made, but the referee is
+    unsure the touch will count. ruling = a penalty to the attacking team at the point
+    of the infringement and the offending player sent to the sin bin. 10. 3 players
+    of both defending and attacking teams are to use the minimum force necessary to
+    make a touch. players must ensure that the
+---
+
+# SentenceTransformer based on sentence-transformers/multi-qa-MiniLM-L6-cos-v1
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/multi-qa-MiniLM-L6-cos-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-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-cos-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1) <!-- at revision 2430568290bb832d22ad5064f44dd86cf0240142 -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 384 tokens
+- **Similarity Function:** Cosine Similarity
+<!-- - **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': 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})
+  (2): Normalize()
+)
+```
+
+## 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-cos-v1-ft-pairs-1-epoch-scale-20")
+# Run inference
+sentences = [
+    'What is the ruling if an attacking player intentionally passes the ball to a defending player seeking a rebound or restart of the touch count?',
+    '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. 12. 7 a player from the attacking team cannot pass the ball into a defending player intentionally seeking a rebound or a restart of the touch count. ruling = a penalty to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking player is to position on the mark, face the opponent ’ s try line, make a genuine attempt to stand parallel to the sidelines, place the ball on the ground between the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or 13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or 13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending team at the point of the infringement. 13. 2 a player must perform the rollball on the mark. ruling = a penalty to the defending team at the point of the infringement. 13. 3 a player must not perform a voluntary rollball',
+    '. see appendix 1. kick strike or propel forcibly with the foot, a blow or forceful thrust with the foot to the ball. a tap to commence or recommence play or a penalty tap is not defined as a kick. line markings markings of the field of play. see appendix 1. link the player beside the wing player. mark ( for a tap ) the centre of the halfway line for the commencement or recommencement of play, or the position where a penalty tap is awarded as a result of an infringement. mark ( for a touch ) the position in the field of play where the player in possession was at the time the touch was made. fit playing rules - 5th edition 2 copyright © touch football australia 2020 middle the player inside the link player. nta national touch association as defined in the fit constitution. obstruction a deliberate attempt by either an attacking or defending player to gain an unfair advantage by interfering with the opposition to prevent them from gaining a rightful advantage. offside ( attacker ) an attacking player in a position forward of the ball. offside ( defender ) a defending player in a position closer than seven ( 7 ) metres from the mark of the rollball ; or ten ( 10 ) metres from the mark',
+]
+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`: 16
+- `per_device_eval_batch_size`: 16
+- `learning_rate`: 0.0001
+- `num_train_epochs`: 2
+- `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`: 16
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `learning_rate`: 0.0001
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 2
+- `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   |
+|:------:|:----:|:-------------:|:------:|
+| 0.1429 | 2    | 1.0352        | -      |
+| 0.2857 | 4    | 0.983         | 1.0554 |
+| 0.4286 | 6    | 1.0573        | -      |
+| 0.5714 | 8    | 1.5167        | 1.1372 |
+| 0.7143 | 10   | 1.4807        | -      |
+| 0.8571 | 12   | 1.0505        | 1.1214 |
+| 1.0    | 14   | 1.1143        | -      |
+| 1.1429 | 16   | 0.7394        | 1.1747 |
+| 1.2857 | 18   | 0.4551        | -      |
+| 1.4286 | 20   | 0.6974        | 1.2331 |
+| 1.5714 | 22   | 0.5394        | -      |
+| 1.7143 | 24   | 0.7328        | 1.3571 |
+| 1.8571 | 26   | 0.5923        | -      |
+| 2.0    | 28   | 0.6218        | 1.2917 |
+
+
+### 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-cos-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": null
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c771ed1a9e854c22a1b91426aec6511eeb77b14759ad24c17d0b165561e7b38
+size 90864192

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

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
+    },
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+      "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]"
+}