sentence-transformers tensorboard safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:7033 loss:GISTEmbedLoss arxiv:1908.10084 arxiv:2402.16829 base_model:BAAI/bge-small-en-v1.5 base_model:finetune:BAAI/bge-small-en-v1.5 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: BAAI/bge-small-en-v1.5
datasets: []
language: []
library_name: sentence-transformers
metrics:
- cosine_accuracy@1
- cosine_accuracy@5
- cosine_accuracy@10
- cosine_precision@1
- cosine_precision@5
- cosine_precision@10
- cosine_recall@1
- cosine_recall@5
- cosine_recall@10
- cosine_ndcg@5
- cosine_ndcg@10
- cosine_ndcg@100
- cosine_mrr@5
- cosine_mrr@10
- cosine_mrr@100
- cosine_map@100
- dot_accuracy@1
- dot_accuracy@5
- dot_accuracy@10
- dot_precision@1
- dot_precision@5
- dot_precision@10
- dot_recall@1
- dot_recall@5
- dot_recall@10
- dot_ndcg@5
- dot_ndcg@10
- dot_ndcg@100
- dot_mrr@5
- dot_mrr@10
- dot_mrr@100
- dot_map@100
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:7033
- loss:GISTEmbedLoss
widget:
- source_sentence: What is packaged drinking water?
  sentences:
  - '''26.6  Packaged Drinking Water (other than mineral water) It can be defined
    as water derived from the surface water or underground water or sea water which
    is subjected to herein-under specified treatments, namely decantation, filtration,
    combination of filtration, aerations, filtration with membrane filter depth filter,
    cartridge filter, activated carbon filtration, de-mineralization, remineralization,
    reverse osmosis and packed after disinfecting the water to a level that shall
    not lead any harmful contamination in the drinking water by means of chemical
    agents or physical methods to reduce the number of micro-organisms to level beyond
    scientifically accepted level for foods safety or its susceptibility. The standards,
    packaging and labelling requirements have also been specified under FSSAI rules.'''
  - '''Some fruit or vegetable powders are produced from juices, concentrates, or
    pulps by using a spray drying technique. Dry powders can be directly used as important
    constituents of dry soups, yogurt, etc. The drying is achieved by spraying of
    the slurry into an airstream at a temperature of 138°C to 150°C and introducing
    cold dry air either into the outlet end of the dryer or to the dryer walls to
    cool them to 38°C– 50°C. The most commonly used atomizers are rotary wheel and
    single-fluid pressure nozzle. A wide range of fruit and vegetable powders can
    be dried, agglomerated, and instantized in spray drying units, specially equipped
    with an internal static fluidized bed, integral filter, or external vibrofluidizer.
    Bananas, peaches, apricots, and to a lesser extent citrus powders are examples
    of products dried by such techniques.'''
  - '''LEAF FEEDER 7. Leaf webber , Eucosma critica, Eucosmidae, Lepidoptera Symptom
    of damage: During vegetative stage of the crop, the caterpillar damages leaves
    by webbing, while at the floral stages of the crop they enter the buds, flowers
    and pods and feed on the immature seeds. Nature of damage: Young larva gets itself
    concealed into the frass produced during the course of scratching. The grown-up
    larva then draws the two leaves together and spins a thread between them, in which
    it passes later instar and also pupates. Egg: Oval, creamy white in colour, laid
    singly in leaves, petioles or stem. Larva: Young larvae are pale-yellow in colour,
    moderately stout, smooth, except for a few short scattered hairs. It hibernates
    in larval form. Pupa: Yellowish in colour, gradually turn to light-brown and finally
    to dark brown. Pupates in thin papery white silken cocoon. Adult: Dusky brown
    with forewings having four black dots and a silvery transparent mark'''
- source_sentence: What are the different geographical regions of Uttar Pradesh?
  sentences:
  - '''......................................... food grains. Table - Different climates,
    regions, conditions, and geographical regions of Uttar Pradesh Bhawar and Terai
    Western Plains Central Western Region Plains Saharanpur, Bijnor Ganga, Bijnor
    of Jamuna Doab, Moradabad, Situation Rampur, Moradabad District Saharanpur Rampur,
    Bareilly, Pilibhit, Bareilly Muzaffarnagar, Meerut Shahjahanpur, Badaun, Lakhimpur,
    Ghaziabad, Bulandshahr Jyotiba Phule Nagar Baghpat, Gautam Buddha Nagar 2 3 4
    54. Unirrigated stage * Early maturing * Straight sowing Govinda, Govinda, Govinda
    Dry sowing Narendra-8 Narendra-8 Narendra-97 Narendra-97 + Planting Govinda, Govinda,
    Govinda GovindaNarendra-80 Dry sowing Govinda, Govinda-80 Dry sowing Dry sowing
    Dry sowing Dry sowing Malaviya Paddy-2 (HUR-3022) 2. Irrigated stage + Early maturing
    day Narendra-8 Narendra-48 Narendra-8 02'''
  - '''(4) The Chief Executive shall be entrusted with substantial powers of management
    as the Board may determine. (5) Without prejudice to the generality of sub-section
    (4), the Chief Executive may exercise  the powers and discharge the functions,
    namely:-  (a) do administrative acts of a routine nature including managing the
    day-to-day affairs of the Producer Company; (b) operate bank accounts or authorise
    any person, subject to the general or special approval of the Board in this behalf,
    to operate the bank account;  (c) *make arrangements for safe custody of cash
    and other assets of the Producer Company;* (d) sign such documents as may be authorised
    by the Board, for and on behalf of the company; (e) maintain proper books of account;
    prepare annual accounts and audit thereof; place the  audited accounts before
    the Board and in the annual general meeting of the Members;  (f) furnish Members
    with periodic information to appraise them of the operation and functions of the
    Producer Company; (g) make appointments to posts in accordance with the powers
    dele-gated to him by the Board; (h) *assist the Board in the formulation of goals,
    objectives, strategies, plans and policies;*  i)  advise the Board with respect
    to legal and regulatory matters concerning the proposed  and ongoing activities
    and take necessary action in respect thereof;  (j)  *exercise the powers as may
    be necessary in the ordinary course of business;* (k) discharge such other functions,
    and exercise such other powers, as may be delegated by the Board.  (6) The Chief
    Executive shall manage the affairs of the Producer Company under the general superintendence,
    direction and control of the Board and be accountable for the performance of the
    Producer Company.'''
  - '''29.5.4  Firing/Drying Once optimum fermentation is achieved, it is necessary
    to destroy enzymes. The „dhool‟ is fed to the driers by conveyors at a temperature
    of 90-120 o C for 12-15 minutes. This process reduces the moisture content of
    fermented tea from ~ 60% to < 4%. It terminates fermentation by inactivating the
    enzymes. It makes the product fit for sorting and packaging. In driers the inlet
    and outlet temperature may range from 82-98 o C and 45-55 o C respectively. Fluidized
    bed driers are being used recently. In this the blown hot air moves the dhool
    by process of fluidization. The disadvantage of firing is loss of considerable
    amount of volatile aroma compounds.'''
- source_sentence: What are some pests that infest mung bean crops during the Kharif
    season?
  sentences:
  - '''Sowing Time and Temperature: As soon as the rains begin, millet should be sown
    by the second week of July. The millet plant needs a temperature of 25 Â° C to
    germinate and 30 to 3 Â° C to grow. Its plants give good yield even at 40 Â° C.
    Millet sowing method: In natural farming method, sowing millet on ridge is considered
    the best method. Sowing on the bed reduces the quantity of seed and saves up to
    70% of water. And when the drain is irrigated, the roots of the crop grown on
    the bed move towards the water in search of moisture, which makes the roots more
    developed and the plant stronger. And if it rains and the field is waterlogged,
    there is less chance of damage to the crop grown on the beds. Seed rate: The natural
    cultivation of millets requires 5 kg / ha of certified seed. Seed treatment: Millet
    seeds are sown by treating them with \''Beejamrut,\'' which protects the seeds
    from soil-borne diseases. Treating the seed leads to better germination and higher
    yield as a crop. Nutrient management: Prior to sowing for nutrient availability.'''
  - '''4. Collection of Corcyra eggs : Corcyra eggs are loosely laid and they are
    collected through the wire mesh at the bottom on a receiving container with funnel
    setup on an enamel tray. Eggs are to be collected daily and continuously for 4
    days from each drum.. On the fifth day it is to be vacated and cleaned. A sheet
    of blotting paper is spread on the tray or in  the funnel set up. It retains most
    of the moths scales and body fragments while the eggs were easily rolled out during
    cleaning. The eggs are cleaned and separated from the moth’s scales by using a
    new gadget namely Corcyra moth scales and egg separator developed by TNAU.'''
  - '''Covering - Covering crops in mung bean covers the empty space by spreading
    the residues obtained from crops such as stalks, gasses and pollen in the husk,
    which increases the amount of organic carbon in the crop and along with the back
    formation of the cover, draws water from the atmosphere and gives it to the plants
    as moisture. Irrigation Management - Generally, Kharif crops do not require irrigation.
    If there is a lack of rain, an irrigation must be done while the pods are forming.
    Weed control - In natural farming, weeds grow and are removed by hand. Application
    of Jeevamrut - When mung beans are grown in a natural way, the first spraying
    of Jeevamrut is done at the initial stage of the crop and the second spraying
    is done at the time of fruiting. Pest management - In kharif, there is an infestation
    of pests like termites, scorpions, mongoose, whitefly, green oil, leaf beetle,
    legume borer, and succulent, etc. in mung bean crops, for the control of which
    spraying of decoction and firewood should be done at an interval of one day.'''
- source_sentence: How do corporates support POs with primary processing machinery?
  sentences:
  - '''27.1 Introduction Fruit beverages and drinks are one of the popular categories
    of beverages that are consumed across the globe. The fruit beverages and drinks
    are easily digestible, highly refreshing, thirst quenching, appetizing and nutritionally
    far superior to most of the synthetic and aerated drinks. In recent past the consumption
    of fruit based beverages and drinks has increased at a fast rate. Fruit juices
    or pulp used for the preparation of these products are subjected to minimal processing
    operations like filteration, clarification and pasteurization. The fruit juice
    or pulp, are mixed with ingredients like sugar, acid, stabilizers, micronutrients
    and preservative to develop beverages and drinks. There are various categories
    of fruit juice or pulp based beverages and drinks which are listed below. Natural
    fruit juices, sweetened juices, ready-to-serve beverages, nectar, cordial, squash,
    crush, syrup, fruit juice concentrate and fruit juice powder belong to the category
    of non-alcoholic and non-carbonated beverages. The principle groups of fruit beverages
    are as follows: • Ready-to-Serve (RTS) pre-packaged Beverages • Fruit juice and
    Nectars • Dilutable beverages'''
  - '''Dairy animals/ Pigs/ Goats Protection during rains Heavy rainfall and high
    humidity predisposes mastitis in crossbred cows hence keep dairy shed clean and
    dry. Use post milking teat dip cup to prevent mastitis. Don’ts feed mouldy feed
    and fodder which causes detrimental effects on health of animals. i.e. black spots
    on stored dry fodder, unacceptable odour of oil cakes. In rainy season, dairy
    animals suffer with tick infestation. 5 to 10% ticks present on body of animals
    and 90 to 95 % present in the shed. Hence spray ectoparasiticide i.e., cypermethrin
    or deltamethrin 2-4% on animals’ body and also in the shed. Use flamegun to burn
    floor and walls of shed every 10 to 15 days. Hybrid Napier perennial fodder CO-5
    performance is excellent in in Goa climatic condition. Farmer can get 300 to 350
    metric tons of green fodder yield with six to seven cutting a year. Farmer can
    go for plantation in Kharif. Sololy grazing of dairy animals on lush greens may
    cause digestive disturbance and comparatively low fat in milk hence always daily
    offer dry fodder along with greens. Avoid water leakages in the shed which causes
    slippery floor. Apply lime in and around shed which causes disinfection and keep
    floor dry which helps to rest animals on the floor.'''
  - '''    7.22 What support is available from government departments for market linkage?
    Many State Governments have schemes for preferential procurement of produce from
    POs. For example, procurement of certified seeds through POs has been implemented
    by the Government of Chhattisgarh. The facilitating agency should be able to get
    the relevant information from the respective Governments. 7.23 What support is
    available from corporates for market linkage? The corporates need continuous supply
    of desired quality produce for processing and value addition. Therefore, they
    prefer to enter into contract with few producer organisations who will meet their
    requirement. Usually the following mechanisms are adopted:  a. Retail chains tie
    up with POs for procurement. b. Corporates extend dealership for farm machinery
    and inputs to POs. c. Corporates provide primary processing machinery to PO with
    buy-back arrangement  for the produce'''
- source_sentence: What does an Industry Analysis entail?
  sentences:
  - '''Aggregating producers into collectives is one of the best mechanism to improve
    access of small producers to investment, technology and market.  The facilitating
    agency should however keep the following factors in view:   a. Types of small
    scale producers in the target area, volume of production, socioeconomic status,
    marketing arrangement  b. Sufficient demand in the existing market to absorb  the
    additional production without  significantly affecting the prices  c. Willingness
    of producers to invest and adopt new technology, if identified, to increase  productivity
    or quality of produce  d. Challenges in the market chain and market environment
    e. Vulnerability of the market to shocks, trends and seasonality  f. Previous
    experience of collective action (of any kind) in the community g. Key commodities,
    processed products or semi-finished goods demanded by major  retailers or processing
    companies in the surrounding areas/districts  h. Support from Government Departments,
    NGOs, specialist support agencies and  private companies  for enterprise development  i.
    Incentives for members (also disincentives) for joining the PO    Keeping in view
    the sustainability of a Producer Organisation, a flow chart of activities along
    with timeline, verifiable indicators and risk factors is provided at Attachment-5.'''
  - '''a. Executive summary    b. Business Description c. Industry/Sector analysis
    d. Marketing plan e. Operations plan  f. Financial plan    7.8 What is included
    in an executive summary? The executive summary is an abstract containing the important
    points of the business plan. Its purpose is to communicate the plan in a convincing
    way to important audiences, such as potential investors, so they will read further.
    It may be the only chapter of the business plan a reader uses to make a quick
    decision on the proposal. As such, it should fulfill the reader''s (financier''s)
    expectations. It is prepared after the total plan has been written. The executive
    summary should describe the following:  a. The industry and market environment
    in which the opportunity will develop and  flourish   b. The special and unique
    business opportunity—the problem the product or service will  be solving   c.
    The strategies for success—what differentiates the product or service from the  competitors''
    products  d. The financial potential—the anticipated risk and reward of the business
    e. The management team—the people who will achieve the results   f.  The resources
    or capital being requested—a clear statement to your readers about what you hope
    to gain from them, whether it is capital or other resources    7.9 What is included
    in a Business Description? The business description explains the business concept
    by giving a brief yet informative picture of the history, the basic nature, and
    the purpose of the business, including business objectives and why the business
    will be successful. The purposes of the business description are to:  a. Express
    clearly  understanding of the business concept   b. Share enthusiasm for the venture   c.
    Meet the expectations of the reader by providing a realistic picture of the business  venture    7.10
    What is Industry Analysis?'''
  - '''-Black cloth, -Khada cloth -Saw dust -0.025 % Sodium hypochlorite -Chick pea
    / groundnut seedlings -Bleaching powder -Coffee powder -Multivitamin syrup -10
    % sucrose -Beaker 500 ml -Measuring cylinder -Egg laying chamber Procedure : 1.
    Release  10 males and 5 females at 2: 1 ratio in plastic containers and cover
    with thin black cloth . ( Female require multiple mating to lay fertile eggs )
    . 2. To induce the moths to lay more eggs multivitamin syrup 2 drops + 10 % sucrose
    is given through cotton swabs 3. Daily collect the egg cloth after 3 rd day of
    copulation . Provide 25- 28 o C , 80- 90 % R.H during egg laying. A female lays
    300 –700 eggs 4. Sterilize the egg cloth in 0.025 % sodium hypochlorite for ten
    seconds and immediately dip the egg cloth in distilled water in 3 different buckets
    having distilled water one by one  and then dry it in shade. 5. Raise chickpea
    or groundnut seedlings in a week interval and provide for feeding 6. Place newly
    hatched larvae on chickpea/groundnut seedlings along with egg cloth for one day
    or place 3-4 eggs in vials containing artificial diet 7. Pick young larvae and
    rear on bhendi vegetable individually in  penicillin vials to avoid cannibalism.
    8. Daily change diet till pre pupal stage 9. Collect pre –pupae and allow for
    pupation in plastic container having saw dust 10. Pupae sterilization is done
    with the help of coffee filter by  dip method 11. Transfer the pupae inside the
    egg lying chamber by keeping them on a separate petri dish without lid.'''
model-index:
- name: SentenceTransformer based on BAAI/bge-small-en-v1.5
  results:
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: val evaluator
      type: val_evaluator
    metrics:
    - type: cosine_accuracy@1
      value: 0.5127877237851662
      name: Cosine Accuracy@1
    - type: cosine_accuracy@5
      value: 0.9360613810741688
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.9578005115089514
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.5127877237851662
      name: Cosine Precision@1
    - type: cosine_precision@5
      value: 0.18721227621483372
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.09578005115089515
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.5127877237851662
      name: Cosine Recall@1
    - type: cosine_recall@5
      value: 0.9360613810741688
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.9578005115089514
      name: Cosine Recall@10
    - type: cosine_ndcg@5
      value: 0.7467744044168642
      name: Cosine Ndcg@5
    - type: cosine_ndcg@10
      value: 0.7540621914922426
      name: Cosine Ndcg@10
    - type: cosine_ndcg@100
      value: 0.7627409192698384
      name: Cosine Ndcg@100
    - type: cosine_mrr@5
      value: 0.6829497016197776
      name: Cosine Mrr@5
    - type: cosine_mrr@10
      value: 0.6861121260098237
      name: Cosine Mrr@10
    - type: cosine_mrr@100
      value: 0.6880792251529196
      name: Cosine Mrr@100
    - type: cosine_map@100
      value: 0.6880792251529201
      name: Cosine Map@100
    - type: dot_accuracy@1
      value: 0.5127877237851662
      name: Dot Accuracy@1
    - type: dot_accuracy@5
      value: 0.9360613810741688
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9578005115089514
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5127877237851662
      name: Dot Precision@1
    - type: dot_precision@5
      value: 0.18721227621483372
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.09578005115089515
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.5127877237851662
      name: Dot Recall@1
    - type: dot_recall@5
      value: 0.9360613810741688
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.9578005115089514
      name: Dot Recall@10
    - type: dot_ndcg@5
      value: 0.7467744044168642
      name: Dot Ndcg@5
    - type: dot_ndcg@10
      value: 0.7540621914922426
      name: Dot Ndcg@10
    - type: dot_ndcg@100
      value: 0.7627409192698384
      name: Dot Ndcg@100
    - type: dot_mrr@5
      value: 0.6829497016197776
      name: Dot Mrr@5
    - type: dot_mrr@10
      value: 0.6861121260098237
      name: Dot Mrr@10
    - type: dot_mrr@100
      value: 0.6880792251529196
      name: Dot Mrr@100
    - type: dot_map@100
      value: 0.6880792251529201
      name: Dot Map@100
---

# SentenceTransformer based on BAAI/bge-small-en-v1.5

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5). 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:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) <!-- at revision 5c38ec7c405ec4b44b94cc5a9bb96e735b38267a -->
- **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': True}) 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})
  (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 = [
    'What does an Industry Analysis entail?',
    "'a. Executive summary    b. Business Description c. Industry/Sector analysis d. Marketing plan e. Operations plan  f. Financial plan    7.8 What is included in an executive summary? The executive summary is an abstract containing the important points of the business plan. Its purpose is to communicate the plan in a convincing way to important audiences, such as potential investors, so they will read further. It may be the only chapter of the business plan a reader uses to make a quick decision on the proposal. As such, it should fulfill the reader's (financier's) expectations. It is prepared after the total plan has been written. The executive summary should describe the following:  a. The industry and market environment in which the opportunity will develop and  flourish   b. The special and unique business opportunity—the problem the product or service will  be solving   c. The strategies for success—what differentiates the product or service from the  competitors' products  d. The financial potential—the anticipated risk and reward of the business e. The management team—the people who will achieve the results   f.  The resources or capital being requested—a clear statement to your readers about what you hope to gain from them, whether it is capital or other resources    7.9 What is included in a Business Description? The business description explains the business concept by giving a brief yet informative picture of the history, the basic nature, and the purpose of the business, including business objectives and why the business will be successful. The purposes of the business description are to:  a. Express clearly  understanding of the business concept   b. Share enthusiasm for the venture   c. Meet the expectations of the reader by providing a realistic picture of the business  venture    7.10 What is Industry Analysis?'",
    "'-Black cloth, -Khada cloth -Saw dust -0.025 % Sodium hypochlorite -Chick pea / groundnut seedlings -Bleaching powder -Coffee powder -Multivitamin syrup -10 % sucrose -Beaker 500 ml -Measuring cylinder -Egg laying chamber Procedure : 1. Release  10 males and 5 females at 2: 1 ratio in plastic containers and cover with thin black cloth . ( Female require multiple mating to lay fertile eggs ) . 2. To induce the moths to lay more eggs multivitamin syrup 2 drops + 10 % sucrose is given through cotton swabs 3. Daily collect the egg cloth after 3 rd day of copulation . Provide 25- 28 o C , 80- 90 % R.H during egg laying. A female lays 300 –700 eggs 4. Sterilize the egg cloth in 0.025 % sodium hypochlorite for ten seconds and immediately dip the egg cloth in distilled water in 3 different buckets having distilled water one by one  and then dry it in shade. 5. Raise chickpea or groundnut seedlings in a week interval and provide for feeding 6. Place newly hatched larvae on chickpea/groundnut seedlings along with egg cloth for one day or place 3-4 eggs in vials containing artificial diet 7. Pick young larvae and rear on bhendi vegetable individually in  penicillin vials to avoid cannibalism. 8. Daily change diet till pre pupal stage 9. Collect pre –pupae and allow for pupation in plastic container having saw dust 10. Pupae sterilization is done with the help of coffee filter by  dip method 11. Transfer the pupae inside the egg lying chamber by keeping them on a separate petri dish without lid.'",
]
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.*
-->

## Evaluation

### Metrics

#### Information Retrieval
* Dataset: `val_evaluator`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| cosine_accuracy@1   | 0.5128     |
| cosine_accuracy@5   | 0.9361     |
| cosine_accuracy@10  | 0.9578     |
| cosine_precision@1  | 0.5128     |
| cosine_precision@5  | 0.1872     |
| cosine_precision@10 | 0.0958     |
| cosine_recall@1     | 0.5128     |
| cosine_recall@5     | 0.9361     |
| cosine_recall@10    | 0.9578     |
| cosine_ndcg@5       | 0.7468     |
| cosine_ndcg@10      | 0.7541     |
| cosine_ndcg@100     | 0.7627     |
| cosine_mrr@5        | 0.6829     |
| cosine_mrr@10       | 0.6861     |
| cosine_mrr@100      | 0.6881     |
| **cosine_map@100**  | **0.6881** |
| dot_accuracy@1      | 0.5128     |
| dot_accuracy@5      | 0.9361     |
| dot_accuracy@10     | 0.9578     |
| dot_precision@1     | 0.5128     |
| dot_precision@5     | 0.1872     |
| dot_precision@10    | 0.0958     |
| dot_recall@1        | 0.5128     |
| dot_recall@5        | 0.9361     |
| dot_recall@10       | 0.9578     |
| dot_ndcg@5          | 0.7468     |
| dot_ndcg@10         | 0.7541     |
| dot_ndcg@100        | 0.7627     |
| dot_mrr@5           | 0.6829     |
| dot_mrr@10          | 0.6861     |
| dot_mrr@100         | 0.6881     |
| dot_map@100         | 0.6881     |

<!--
## 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 Dataset

#### Unnamed Dataset


* Size: 7,033 training samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                              |
  |:--------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                                |
  | details | <ul><li>min: 6 tokens</li><li>mean: 15.86 tokens</li><li>max: 35 tokens</li></ul> | <ul><li>min: 116 tokens</li><li>mean: 283.94 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | anchor                                                                                 | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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|:---------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>What role do emulsifying and stabilizing agents play in carbonated water?</code> | <code>'The consumption of carbonated water has increased rapidly. As per FSSAI definitions carbonated water conforming to the standards prescribed for packaged drinking water under Food Safety and Standard act, 2006 impregnated with carbon dioxide under pressure and may contain any of the listed additives singly or in combination. Permitted additives include sweeteners (sugar, liquid glucose, dextrose monohydrate, invert sugar, fructose, Honey) fruits & vegetables extractive, permitted flavouring, colouring matter, preservatives, emulsifying and stabilizing agents, acidulants (citric acid, fumaric acid and sorbitol, tartaric acid, phosphoric acid, lactic acid, ascorbic acid, malic acid), edible gums, salts of sodium, calcium and magnesium, vitamins, caffeine not exceeding 145 ppm, ester gum not exceeding 100 ppm and quinine salts not exceeding 100 ppm. It may contain Sodium saccharin not exceeding 100 ppm or Acesulfame-k 300 ppm or Aspartame not exceeding 700 ppm or sucralose not exceeding 300 ppm.'</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
  | <code>What is the purpose of the Agri Clinic and Agri Business Centres scheme?</code>  | <code>'| Website                  | # Name of the Scheme          | General Nature     |\n|--------------------------|-------------------------------|--------------------|\n| of Subsidy               |                               |                    |\n| Eligible Persons /       |                               |                    |\n| Institutions             |                               |                    |\n| 1 Construction of Rural  | Agricoop.nic.in               |                    |\n| Godowns                  |                               |                    |\n| Credit linked Back       |                               |                    |\n| ended (25 to             |                               |                    |\n| 33.33%)                  |                               |                    |\n| Individuals, Groups      |                               |                    |\n| of Individuals           |                               |                    |\n| Registered FPOs,         |                               |                    |\n| Partnership/             |                               |                    |\n| proprietorship           |                               |                    |\n| concerns /               |                               |                    |\n| Corporates. SHGs/        |                               |                    |\n| NGOs, Autonomous         |                               |                    |\n| Government Bodies        |                               |                    |\n| 2 Development/Strengthe  | -                             |                    |\n|                          |                               |                    |\n| Do-                      | Agricoop.nic.in               | Credit linked Back |\n| ended                    | ning of Agri. Marketing       |                    |\n| Infrastructure, Grading  |                               |                    |\n| and Standardisation      |                               |                    |\n| 3 Agri Clinic and Agri   |                               |                    |\n| Business Centres         |                               |                    |\n| www.                     |                               |                    |\n| Agriclinics. net         |                               |                    |\n| Credit linked Back       |                               |                    |\n| ended (36 to             |                               |                    |\n| 44%)                     |                               |                    |\n| Agriculture graduate     |                               |                    |\n| and others ( refer       |                               |                    |\n| guidelines)              |                               |                    |\n| 4 Dairy Entrepreneurship | dahd.nic.in                   |                    |\n| Dev Scheme (DEDS)        |                               |                    |\n| Credit linked Back       |                               |                    |\n| ended (25 to             |                               |                    |\n| 33.33%)                  |                               |                    |\n| Individual               |                               |                    |\n| producers can            |                               |                    |\n| utilize the              |                               |                    |\n| scheme.                  |                               |                    |\n| farmers, individual      |                               |                    |\n| entrepreneurs and        |                               |                    |\n| groups of                |                               |                    |\n| unorganized and          |                               |                    |\n| organized sector.        |                               |                    |\n| Group of organized       |                               |                    |\n| sector, includes self-   |                               |                    |\n| help groups, dairy       |                               |                    |\n| cooperative              |                               |                    |\n| societies, Milk          |                               |                    |\n| unions, milk             |                               |                    |\n| federation               |                               |                    |\n| 5                        | National Horticulture Mission | nhm.nic.in         |\n| Website               | # Name of the Scheme    | General Nature            |\n|-----------------------|-------------------------|---------------------------|\n| of Subsidy            |                         |                           |\n| Eligible Persons /    |                         |                           |\n| Institutions          |                         |                           |\n| Individuals           |                         |                           |\n| ended Maximum         |                         |                           |\n| 50 %                  |                         |                           |\n|                       |                         | Nursery                   |\n| Maximum 50 %   (      |                         |                           |\n| credit linkage not    |                         |                           |\n| necessary)            |                         |                           |\n| Cooperative           |                         |                           |\n| societies/ registered |                         |                           |\n| societies / Trusts    |                         |                           |\n| and incorporated      |                         |                           |\n| Companies             |                         |                           |\n|                       |                         | Vegetable seed            |\n| production            |                         |                           |\n| Individuals - max. 5  |                         |                           |\n| ha                    |                         |                           |\n| Credit linked Back    |                         |                           |\n| ended Maximum         |                         |                           |\n| 50 %                  |                         |                           |\n|                       |                         | Vegetable seed            |\n| production            |                         |                           |\n| Back ended            |                         |                           |\n| Maximum 50 %   (      |                         |                           |\n| credit linkage not    |                         |                           |\n| necessary)            |                         |                           |\n| Cooperative           |                         |                           |\n| societies/ registered |                         |                           |\n| societies / Trusts    |                         |                           |\n| and incorporated      |                         |                           |\n| Companies             |                         |                           |\n|                       |                         |                           |\n| gardens               |                         |                           |\n|                       |                         | Fruits ( perennial )      |\n| ended Maximum         |                         |                           |\n| 75 %                  |                         |                           |\n| Individuals - Max 4   |                         |                           |\n| ha- subject to terms  |                         |                           |\n| and conditions        |                         |                           |\n|                       |                         | Fruits ( non- perennial ) |\n| ended Maximum         |                         |                           |\n| 50 %                  |                         |                           |\n| Individuals - Max 4   |                         |                           |\n| ha- subject to terms  |                         |                           |\n| and conditions        |                         |                           |\n|                       | Subject to              |                           |\n| prescribed cost       |                         |                           |\n| norms                 |                         |                           |\n|                       | Cut Flowers             | 25% for OF                |\n| 40% for SF/MF in      |                         |                           |\n| general areas and     |                         |                           |\n| 50% for NER/          |                         |                           |\n| Himalayan states      |                         |                           |\n|                       |                         | Spices and aromatic       |\n| plants                |                         |                           |\n| Subject to            |                         |                           |\n| prescribed cost       |                         |                           |\n| norms                 |                         |                           |\n| 40% for farmers       |                         |                           |\n| in General areas,     |                         |                           |\n| 50% for NER/          |                         |                           |\n| Himalayan states      |                         |                           |\n| 6                     | Food Processing         |                           |\n|                       |                         | Cold Chain - Non          |\n| horticulture          |                         |                           |\n| Grant in aid /        |                         |                           |\n| interest subsidy      |                         |                           |\n| Individuals or        |                         |                           |\n| groups of             |                         |                           |\n| entrepreneurs,        |                         |                           |\n| organizations such    |                         |                           |\n| as Govt./ PSUs/ Joint |                         |                           |\n| Ventures/NGOs/        |                         |                           |\n| Cooperatives/         |                         |                           |\n| SHG's/ Private        |                         |                           |\n| Sector Companies      |                         |                           |\n| and Corporations      |                         |                           |\n| # Name of the Scheme    | General Nature     |\n|-------------------------|--------------------|\n| of Subsidy              |                    |\n| Grant in aid            |                    |\n| 50 % to 75%             |                    |\n|                         | Primary Processing |\n| centre -                |                    |\n| The Scheme is           |                    |\n| applicable to both      |                    |\n| horticulture and non-   |                    |\n| horticulture produce    |                    |\n| such as: fruits,        |                    |\n| vegetables, grains&     |                    |\n| pulses, dairy products, |                    |\n| meat, poultry and fish  |                    |\n| etc.                    |                    |\n| Credit linked back      |                    |\n| ended grants-in-        |                    |\n| aid @ 50% of the        |                    |\n| cost of  New            |                    |\n| Reefer Vehicle(s)/      |                    |\n| Mobile pre-             |                    |\n| cooling van(s)  up      |                    |\n| to a maximum of         |                    |\n| Rs. 50.00 lakh          |                    |\n|                         | Reefer Vehicles-   |\n| for purchase of         |                    |\n| standalone reefer       |                    |\n| vehicle/s and mobile    |                    |\n| pre-cooling van/s       |                    |\n| (reefer unit and reefer |                    |\n| cabinet permanently     |                    |\n| mounted on the vehicle) |                    |\n| for transporting both   |                    |\n| Horticultural and Non-  |                    |\n| Horticultural produce   |                    |\n|                         |                    |\n|                         |                    |\n| Website               | Eligible Persons /    |\n|-----------------------|-----------------------|\n| Institutions          |                       |\n|                       | individual            |\n| entrepreneurs/        |                       |\n| farmers, group of     |                       |\n| entrepreneur/         |                       |\n| farmers,              |                       |\n| associations, co-     |                       |\n| operative societies,  |                       |\n| self-help groups,     |                       |\n| non-government        |                       |\n| organizations         |                       |\n|                       | individual            |\n| entrepreneurs,        |                       |\n| Partnership firms,    |                       |\n| Registered Societies, |                       |\n| Co-operatives,        |                       |\n| NGOs, SHGs,           |                       |\n| Companies and         |                       |\n| Corporations          |                       |'</code> |
  | <code>What can be considered as outliers in terms of yield?</code>                     | <code>'Identification of Outliers: All these above analyses can be used to check whether there was any reason for yield deviation as presented in the CCE data. Then a yield proxy map may be prepared.  The Yield proxy map can be derived from remote sensing vegetation indices (single or  combination of indices), crop simulation model output, or an integration of various parameters, which are related to crop yield, such as soil, weather (gridded), satellite based products, etc. Whatever, yield proxies to be used, it is the responsibility of the organization to record  documentary evidence (from their or other's published work) that the yield proxy is related to the particular crop's yield.  Then the IU level yields need to be overlaid on the yield proxy map. Both  yield proxy and CCE yield can be divided into 4-5 categories (e.g. Very good, Good, Medium, Poor, Very poor). Wherever there is large mismatch between yield proxy and the CCE yield (more than 2 levels), the CCE yield for that IU can be considered, as outliers.'</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
* Loss: [<code>GISTEmbedLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#gistembedloss) with these parameters:
  ```json
  {'guide': SentenceTransformer(
    (0): Transformer({'max_seq_length': 256, '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()
  ), 'temperature': 0.01}
  ```

### Evaluation Dataset

#### Unnamed Dataset


* Size: 782 evaluation samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                              |
  |:--------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                                |
  | details | <ul><li>min: 7 tokens</li><li>mean: 15.85 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 116 tokens</li><li>mean: 272.65 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | anchor                                                                 | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
  |:-----------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>What diseases do the mentioned pulses have resistance to?</code> | <code>'..................................................... pulses. 20. Ta 2IPM - 409-4. _ 2020 (Heera) Meha 2005 (I. P.M. - 99-25) Pusa Vishal 200] H. UM-6 2006 (Malaviya Janakalyani). Malaviya Jyothi 999 (H. UM-) TMV-37 2005T. The BM-37 (t. M. - 99.37) Malaviya 2003 Jan Chetna (H. UM-42) IPM-2-3 2009I. P.M. 2 - 4 20 | 4K. M-2244 (Sweta) 2009K. M-295 (Swati) 20. 2 IPM - 205-7. _ 206 (Virat) I. PM - 40-3._ 206 (Shikha) Kanika 2048 (I. PM - 302-2) 3 dark and medium-grained shiny 65-8060-6560 - 6555-6065-7060 - 6560-6265-7062 - 6560-6265-7052 - 5560-7065-726 -76 7mm. YMV. High resistance to whole U.P. sarcospora leafspot, resistance to leaf crinkle and leaf curl disease, श्रिप्स42-52-44-424-62-42-440.040 -] 2-48-00 - 24-42. Thyme All U.P. Thyme All U.P. Thyme All U.P. Thyme All U.P. Thyme All U.P. Thyme All U.P. Thyme All U.P. Thyme All U.P. Yellow Mosaic, Powdery Mildupilla Mosaic, Whole U.P. Powdery Mildew High Barrier Peela Mosaic, Whole U.P. Priscospora Leafspot High Barrier 82'</code> |
  | <code>What do hypertonic drinks have high levels of?</code>            | <code>'There are three types of sports drinks all of which contain various levels of fluid, electrolytes, and carbohydrate. • Isotonic drinks have fluid, electrolytes and 6-8% carbohydrate.  Isotonic drinks quickly replace fluids lost by sweating and supply a boost of carbohydrate.  This kind of drink is the choice for most athletes especially middle and long distance running or team sports. • Hypotonic drinks have fluids, electrolytes and a low level of carbohydrates.  Hypotonic drinks quickly replace flids lost by sweating.  This kind of drink is suitable for athletes who need fluid without the boost of carbohydrates such as gymnasts. • Hypertonic drinks have high levels of carbohydrates.  Hypertonic drinks can be used to supplement daily carbohydrate intake normally after exercise to top up muscle glycogen stores.  In long distance events high levels of energy are required and hypertonic drinks'</code>                                                                                      |
  | <code>When should sowing be done?</code>                               | <code>'y Sowing should be done in the first fortnight of June and PR 126,PR 114, PR 121, PR 122, PR 127 are suitable varieties. Divide the field into kiyaras (plot) of desirable size after laser land levelling and apply pre-sowing (rauni) irrigation and prepare field when it comes to tar-wattar (good soil moisture) condition and immediately sow the crop with rice seed drill fitted with inclinedplate metering system or Lucky seed drill (for simultaneously sowing and spray of herbicide) by using 20 to 25 kg seed/ha in 20 cm spaced rows. The seed should be placed at 2-3 cm depth. Before sowing, treat rice seed with 3 g Sprint 75 WS (mencozeb + carbendazim) by dissolving in 10-12 ml water per kg seed; make paste of fungicide solution and rub on the seed.'</code>                                                                                                                                                                                                                                            |
* Loss: [<code>GISTEmbedLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#gistembedloss) with these parameters:
  ```json
  {'guide': SentenceTransformer(
    (0): Transformer({'max_seq_length': 256, '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()
  ), 'temperature': 0.01}
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: steps
- `gradient_accumulation_steps`: 4
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `num_train_epochs`: 40
- `warmup_ratio`: 0.1
- `load_best_model_at_end`: True

#### 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`: 8
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 4
- `eval_accumulation_steps`: None
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 40
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `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`: 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`: True
- `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
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

### Training Logs
| Epoch       | Step     | Training Loss | loss      | val_evaluator_cosine_map@100 |
|:-----------:|:--------:|:-------------:|:---------:|:----------------------------:|
| 2.2727      | 500      | 0.2767        | 0.0931    | 0.6449                       |
| 4.5455      | 1000     | 0.067         | 0.0777    | 0.6501                       |
| 6.8182      | 1500     | 0.0485        | 0.0621    | 0.6678                       |
| 9.0909      | 2000     | 0.0361        | 0.0615    | 0.6707                       |
| 11.3636     | 2500     | 0.0301        | 0.0687    | 0.6765                       |
| 13.6364     | 3000     | 0.0274        | 0.0661    | 0.6733                       |
| 15.9091     | 3500     | 0.0223        | 0.0606    | 0.6822                       |
| 18.1818     | 4000     | 0.021         | 0.0563    | 0.6834                       |
| 20.4545     | 4500     | 0.0203        | 0.0573    | 0.6681                       |
| 22.7273     | 5000     | 0.0212        | 0.0637    | 0.6770                       |
| 25.0        | 5500     | 0.018         | 0.0580    | 0.6781                       |
| 27.2727     | 6000     | 0.0166        | 0.0567    | 0.6781                       |
| 29.5455     | 6500     | 0.0194        | 0.0542    | 0.6835                       |
| 31.8182     | 7000     | 0.0182        | 0.0547    | 0.6897                       |
| 34.0909     | 7500     | 0.0157        | 0.0549    | 0.6899                       |
| **36.3636** | **8000** | **0.016**     | **0.053** | **0.686**                    |
| 38.6364     | 8500     | 0.0142        | 0.0541    | 0.6881                       |

* The bold row denotes the saved checkpoint.

### Framework Versions
- Python: 3.11.7
- Sentence Transformers: 3.0.1
- Transformers: 4.41.1
- PyTorch: 2.3.1+cu121
- Accelerate: 0.30.1
- Datasets: 2.19.1
- 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",
}
```

#### GISTEmbedLoss
```bibtex
@misc{solatorio2024gistembed,
    title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning}, 
    author={Aivin V. Solatorio},
    year={2024},
    eprint={2402.16829},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

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