---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:32378
- loss:MultipleNegativesRankingLoss
base_model: intfloat/multilingual-e5-large
widget:
- source_sentence: 'query: What are the conditions under which the full payment of
the Note can be secured?'
sentences:
- accordance with U.S. Securities and Exchange Commission (“SEC”) Rule13d-3. 5.Security.
The full and timely payment of this Note (together with the Maker’s obligations
under a Purchase Agreement of this date among Maker, Payee and Whitebox Advisors,
LLC) shall be secured by a Pledge Agreement of this date (the “Pledge Agreement”).
6.Optional Prepayments. The Maker may prepay this Note, in whole or in part, and
in cash, without penalty by Maker upon fifteen days written notice to Payee. Prepayments
shall be applied first to accrued but unpaid interest and then to principal. --------------------------------------------------------------------------------
7.Default. The occurrence of any one or more of the following events shall constitute
an event of default, upon which Payee may declare the entire principal amount
of this Note, together with all accrued but unpaid
- or the Indenture Trustee or a Responsible Person of the Servicer has knowledge
of the failure, (C)during the period the Servicer uses all commercially reasonable
efforts to perform its obligations under this Agreement and (D)the Servicer promptly
notifies the Owner Trustee, the Indenture Trustee, the Depositor and the Noteholders
of the failure, including a description of the Servicer’s efforts to correct the
failure; or (2) (A)the failure would not reasonably be expected to, or after investigation
and quantification does not, result in a failure to pay or deposit an amount greater
than 0.05% of the Note Balance of the Notes, and (B)the failure does not continue
for more than (i)if the Servicer’s long-term debt is rated investment grade by
all Rating Agencies, 90 days after the Servicer receives
- 'the following conditions or events shall occur and be continuing: (a)the Issuer
defaults in the payment of any principal or Make-Whole Amount, if any, on any
Note when the same becomes due and payable, whether at maturity or at a date fixed
for prepayment or by declaration or otherwise; or (b)the Issuer defaults in the
payment of any interest on any Note for more than five Business Days after the
same becomes due and payable; or (c)either Constituent Company defaults in the
performance of or compliance with any term contained in Section 7.1(d), Section
9.5(b), (c) or (d), Section 9.7 or Section 10; or (d)either Constituent Company
or any Subsidiary Guarantor defaults in the performance of or compliance withany
term contained herein or in the Subsidiary Guaranty Agreement'
- source_sentence: 'query: What happens to the RSUs if the Grantee terminates their
employment before the Performance Goals are achieved?'
sentences:
- 7 to the contrary, if the Grantee elects to defer the settlement of the RSUs pursuant
to the Company’s Executive Deferred Compensation Plan (or any other non-qualified
deferred compensation plan providing for the ability to defer settlement of the
RSUs), then the time, form and medium of payment with respect to any deferred
RSUs shall be made pursuant to the terms and conditions of the Executive Deferred
Compensation Plan (or similar non-qualified deferred compensation plan). 5.Forfeiture.
Except as otherwise provided in Sections 6 and 7, the Grantee will forfeit his
or her interest in the RSUs to the extent the Performance Goals are not achieved
during the 2 --------------------------------------------------------------------------------
Performance Period or if the Grantee terminates his or her employment with the
Company or any of its Subsidiaries
- the Change of Control Period is terminated prior to the Restriction Lapse Date,
either (A)by the Company other than for Cause or (B)by the Grantee for Good Reason
and the Grantee in both cases has remained in continuous Service through the date
of termination, then all RSUs shall be immediately vested. If a Change of Control
occurs subsequent to the last day of the Performance Period, but prior to the
Restriction Lapse Date, then PSUs shall be converted to RSUs only after calculation
of Free Cash Flow, provided, however, in the event that the Company has failed
to achieve the Minimum Free Cash Flow for the Performance Period, then all PSUs
shall be forfeited regardless of the Change of Control occurring after the end
of the Performance Period.
- between the parties as to enforceability of Section9 or the terms contained in
Section9(i), notwithstanding the outcome of any such dispute, shall be the sole
responsibility of the Company, and the Company shall not take any action to seek
reimbursement from you for such expenses. (i) The noncompetition periods described
in Section8 of this Agreement shall be suspended while you engage in any activities
in breach of this Agreement. In the event that a court grants injunctive relief
to the Company for your failure to comply with Section8, the noncompetition period
shall begin again on the date such injunctive relief is granted. (j) Nothing contained
in this Section9 shall be construed as limiting your obligations under Sections
6, 7, or 8 of this Agreement concerning Confidential Information, Inventions,
- source_sentence: 'query: What modifications are made to Section 12.1(d) of the Equity
Definitions in the context of a Share-for-Combined merger event?'
sentences:
- 'Section 14.07 of the Indenture. Tender Offers: Applicable; provided that notwithstanding
Section 12.1(d) of the Equity Definitions, a “Tender Offer” means the occurrence
of any event or condition set forth in Section 14.04(e) of the Indenture. Consequences
of Merger Events / Tender Offers: Notwithstanding Section 12.2 and Section 12.3
of the Equity Definitions, upon the occurrence of a Merger Event or a Tender Offer,
the Calculation Agent shall make, to the extent an analogous adjustment is required
to be made pursuant to the Indenture, a corresponding adjustment in respect of
any such adjustment under the Indenture to any one or more of the nature of the
Shares (in the case of a Merger Event), Strike Price, Number of Options and Option
Entitlement, subject to the second paragraph under'
- 'Group nor any of their respective directors, executive officers, brokers or other
agents acting or benefiting in any capacity in connection with the Facility: (a)
is currently subject to any sanctions administered by OFAC or any similar sanctions
imposed by the European Union, Singapore, the United Kingdom, the United Nations
Security Council, the United States or any other country (together, “Sanctions”);
(b) is a Designated Person; (c) conducts any business or engages in making or
receiving any contribution of funds, goods or services to or for the benefit of
any Designated Person; (d) deals in, or otherwise engages in any transaction relating
to, any property or interest in property blocked pursuant to any Anti-Terrorism
Law; or (e) engages in or conspires to engage in any transaction that evades'
- 'related Supplemental Confirmation. Extraordinary Events: ConsequencesofMergerEvents:
(a) Share-for-Share: Modified Calculation Agent Adjustment (b) Share-for-Other:
Cancellation and Payment (c) Share-for-Combined: Component Adjustment Tender Offer:
Applicable; provided that (i)Section12.1(d) of the Equity Definitions shall be
amended by replacing “10%” in the third line thereof with “20%,” (ii) Section12.1(1)
of the Equity Definitions shall be amended (x)by deleting the parenthetical in
the fifth line thereof, (y)by replacing “that” in the fifth line thereof with
“whether or not such announcement” and (z)by adding immediately after the words
“Tender Offer” in the fifth line thereof “, and any publicly announced change
or amendment to such an announcement (including the announcement of an abandonment
of such intention)” and (iii)Sections 12.3(a) and 12.3(d) of the Equity Definitions
shall each be amended by replacing each occurrence'
- source_sentence: 'query: When do participant''s rights to vested Restricted Share
Units become nonforfeitable?'
sentences:
- Participant’s rights to such vested number of Restricted Share Units shall become
nonforfeitable as of the last day of the Performance Period, subject to Section
3(d) below. Except as provided in Section 3(b) or (c) below, to the extent that
such Performance Criteria have not been satisfied as of the last day of the Performance
Period, any portion of the Restricted Share Units awarded under this Agreement
that does not vest, as calculated in accordance with Section 4, shall be canceled
immediately and shall not be payable to the Participant. Prior to the issuance
of any Shares in settlement of any Restricted Share Units, the Committee shall
certify in writing (which may be set forth in the minutes of a meeting of the
Committee) the extent to which
- practical after each Vesting Date. vi. In exchange for receipt of consideration
in the form of the Restricted Stock award pursuant to this Agreement, and other
good and valuable consideration, Grantee agrees that Grantee shall comply with
the confidentiality, inventions, non-solicitation and non-competition provisions
attached hereto as Exhibit B. vii. Notwithstanding the other provisions of this
Agreement, in the event of a Change in Control prior to the Vesting Date, all
Shares of Restricted Stock shall become fully vested and nonforfeitable as of
the date of the Change in Control. The Company shall transfer the Shares of Restricted
Stock that become vested pursuant to this provision to an unrestricted account
in the name of the Grantee as soon as practical after the date of the Change in
Control.
- 'less than a majority of the combined voting power of the resulting entity immediately
after the merger or consolidation is held by persons who were shareholders of
the Bank or the Company immediately before the merger or consolidation; ii. Change
in Board Composition: During any period of two consecutive years, individuals
who constitute the Boards of Directors of the Bank or the Company at the beginning
of the two-year period cease for any reason (other than as required by the Order
to Cease and Desist dated June6, 2005 entered into by the Bank with the Office
of Thrift Supervision) to constitute at least a majority of the Boards of Directors
of the Bank or the Company; provided, however, that for purposes of this clause
(iii), each director who'
- source_sentence: 'query: Under what conditions will the legend on Series G Units
cease to be required?'
sentences:
- requirement that the Series G Units contain the legend set forth in clause (j)above
shall cease and terminate upon the earlier of (i)when such shares are transferred
pursuant to Rule 144 under the 1933 Act or (ii)when such securities are transferred
in any other transaction if the transferor delivers to the Company a written opinion
of counsel (which opinion and counsel shall be reasonably satisfactory to the
Company) to the effect that such legend is no longer necessary in order to protect
the Company against a violation by it of the 1933 Act upon any sale or other disposition
of such securities without registration thereunder. Upon the consummation of an
event described in (i)or (ii)above, the Company, upon surrender of certificates
containing such legend, shall, at its own
- '(b)after-hours. c. There are no Required Removables (as defined in the Lease)
or Alterations to be removed from the Premises upon the expiration or sooner termination
of the Lease and neither Sublandlord nor Subtenant shall be required to remove
any improvements or Alterations existing in the Premises as of the date hereof.
d. The existing Security Devices have been removed from the Premises. 6. Additional
Rights of Subtenant. Landlord hereby agrees and consents to the following exercise
of rights by Subtenant under the Lease: a. Subtenant shall be permitted to exercise
all rights of Sublandlord, as tenant, under Section8.7 of the Lease with respect
to Roof Equipment, which rights shall be subject to the requirements of the Lease,
including but not limited to Section8.7. In no event shall'
- Legend on Certificate. Until the eligibility conditions of this Award have been
satisfied and shares of Stock have been issued in accordance with the terms of
this Agreement or by action of the Committee, the Units awarded hereunder are
not transferable and shall not be sold, transferred, assigned, pledged, gifted,
hypothecated or otherwise disposed of or encumbered by you. Transfers of shares
of Stock by you are subject to the Company’s Stock Trading Policy and applicable
securities laws. Shares of Stock issued to you in certificate form or to your
book entry account upon satisfaction of the vesting and other conditions of this
Award may be restricted from transfer or sale by the Company and evidenced by
stop-transfer instructions upon your book entry account or restricted legend(s)
affixed
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---
# SentenceTransformer based on intfloat/multilingual-e5-large
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large) on the json dataset. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large)
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
- json
### 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: PeftModelForFeatureExtraction
(1): Pooling({'word_embedding_dimension': 1024, '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("sentence_transformers_model_id")
# Run inference
sentences = [
'query: Under what conditions will the legend on Series G Units cease to be required?',
'requirement that the Series G Units contain the legend set forth in clause (j)above shall cease and terminate upon the earlier of (i)when such shares are transferred pursuant to Rule 144 under the 1933 Act or (ii)when such securities are transferred in any other transaction if the transferor delivers to the Company a written opinion of counsel (which opinion and counsel shall be reasonably satisfactory to the Company) to the effect that such legend is no longer necessary in order to protect the Company against a violation by it of the 1933 Act upon any sale or other disposition of such securities without registration thereunder. Upon the consummation of an event described in (i)or (ii)above, the Company, upon surrender of certificates containing such legend, shall, at its own',
'Legend on Certificate. Until the eligibility conditions of this Award have been satisfied and shares of Stock have been issued in accordance with the terms of this Agreement or by action of the Committee, the Units awarded hereunder are not transferable and shall not be sold, transferred, assigned, pledged, gifted, hypothecated or otherwise disposed of or encumbered by you. Transfers of shares of Stock by you are subject to the Company’s Stock Trading Policy and applicable securities laws. Shares of Stock issued to you in certificate form or to your book entry account upon satisfaction of the vesting and other conditions of this Award may be restricted from transfer or sale by the Company and evidenced by stop-transfer instructions upon your book entry account or restricted legend(s) affixed',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Training Details
### Training Dataset
#### json
* Dataset: json
* Size: 32,378 training samples
* Columns: anchor, positive, and negative
* Approximate statistics based on the first 1000 samples:
| | anchor | positive | negative |
|:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string | string |
| details | - min: 12 tokens
- mean: 25.6 tokens
- max: 47 tokens
| - min: 7 tokens
- mean: 190.52 tokens
- max: 512 tokens
| - min: 53 tokens
- mean: 202.25 tokens
- max: 485 tokens
|
* Samples:
| anchor | positive | negative |
|:-----------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| query: What is the effective date of the Fifth Amendment to the Approach Resources Inc. 2007 Stock Incentive Plan? | Exhibit 10.1 FIFTH AMENDMENT TO THE APPROACH RESOURCES INC. 2007 STOCK INCENTIVE PLAN This Fifth Amendment (the “Fifth Amendment”) to the Approach Resources Inc. 2007 Stock Incentive Plan, as amended from time to time (the “Plan”), is made effective as of June 2, 2016 (the “Amendment Effective Date”), by Approach Resources Inc., a Delaware corporation (“Approach”), subject to approval by Approach’s stockholders. W I T N E S S E T H: WHEREAS, Approach established the Plan, originally effective as of June 28, 2007 and most recently amended effective March 2, 2016, under which Approach is authorized to grant equity-based incentive awards to certain employees and service providers of Approach and its subsidiaries; WHEREAS, Section 14.1 of the Plan provides that Approach’s board of directors (the “Board”) may | Exhibit 10.39 AMENDMENT TO THE BPZ RESOURCES, INC. 2007 LONG-TERM INCENTIVE COMPENSATION PLAN WHEREAS, BPZ Resources,Inc. (the “Company”) adopted and maintains the BPZ Energy,Inc. 2007 Long-Term Incentive Compensation Plan (the “Plan”), effective as of June4, 2007, to provide an opportunity for its eligible employees and certain independent contractors to earn long term incentive awards in consideration for their services; WHEREAS, the Company now desires to amend the Plan to reserve additional shares for issuance under the Plan. NOW THEREFORE, effective as of June 20, 2014, the Plan is hereby amended by replacing Section7(a)with the following new Section7(a)that shall read as follows: “(a) Maximum Shares. Subject to adjustment as provided in this Section 7, there is hereby reserved for issuance under the Plan up to 12,000,000 shares of Stock |
| query: What is the date on which the Company accepted the subscription? | to acceptance by the Company, the undersigned has completed this Subscription Agreement to evidence his/her/its subscription for participation in the securities of the Company, this ____th day of _________ 2013. Subscriber Printed name If an entity, on behalf of: Subscriber’s position with entity: The Company has accepted this subscription this ____ day of _________ 2012. OverNear, Inc. By Its: Printed Name: Page11 of 19 Subscription Agreement OverNear, Inc. -------------------------------------------------------------------------------- Subscription Documents - Continued OVERNEAR, INC. (THE “COMPANY”) INVESTOR APPLICATION (QUALIFICATION QUESTIONNAIRE) (CONFIDENTIAL) ALL INFORMATION CONTAINED IN THIS APPLICATIONWILL BE TREATEDCONFIDENTIALLY. The undersigned understands, however, that the Company may present this application to such parties as the Company, in his discretion, deems appropriate when called upon to establish that the proposed offer and sale of the Securities are exempt | and each Subscriber is executing and delivering this agreement in reliance upon the exemption from securities registration afforded by Section 4(2) of the Securities Act and Rule 506 of Regulation D as promulgated by the SEC under the Securities Act; and WHEREAS the subscription for the Securities will be made in accordance with and subject to the terms and conditions of this Subscription Agreement and the Company's Confidential Private Placement Memorandum dated January 28, 2014 together with all amendments thereof and supplements and exhibits thereto and as such may be amended from time to time (the "Memorandum"); and WHEREAS, the Subscriber desires to purchase such number of shares of Common Stock (together with the associated Warrants) as set forth on the signature page hereof on the terms and |
| query: What percentage of common shares must an entity own to be considered an Acquiring Person under the Rights Agreement? | the mutual agreements herein set forth, the parties agree as follows: Section1. Amendment to Section1.1. Section1.1 of the Rights Agreement is amended to read in its entirety as follows: “1.1 “Acquiring Person” shall mean any Person (as such term is hereinafter defined) who or which, together with all Affiliates and Associates (as such terms are hereinafter defined) of such Person, shall be the Beneficial Owner (as such term is hereinafter defined) of 15% or more of the Common Shares of the Company then outstanding, but shall not include: (i) the Company; (ii) any Subsidiary of the Company; (iii) any employee benefit plan of the Company or of any Subsidiary of the Company or any entity holding shares of capital stock of the Company for or pursuant to the | of more than 25% of the Common Shares outstanding immediately prior to the distribution, and in making this determination the Common Shares to be issued to such Person in the distribution shall be deemed to be held by such Person but shall not be included in the aggregate number of outstanding Common Shares immediately prior to the distribution ("Exempt Acquisitions"); the acquisition of Common Shares upon the exercise of Convertible Securities received by such Person pursuant to a Permitted Bid Acquisition, an Exempt Acquisition or a Pro Rata Acquisition (as defined below) ("Convertible Security Acquisitions"); or acquisitions as a result of a stock dividend, a stock split or other event pursuant to which such Person receives or acquires Common Shares or Convertible Securities on the same pro rata |
* Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 16
- `gradient_accumulation_steps`: 8
- `learning_rate`: 0.0001
- `num_train_epochs`: 1
- `lr_scheduler_type`: cosine_with_restarts
- `warmup_ratio`: 0.1
- `bf16`: True
- `batch_sampler`: no_duplicates
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 8
- `eval_accumulation_steps`: None
- `torch_empty_cache_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`: 1
- `max_steps`: -1
- `lr_scheduler_type`: cosine_with_restarts
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `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`: True
- `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
- `eval_use_gather_object`: False
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional