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bge_small_method1_triplet

Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
Generated from Trainer
dataset_size:35015
loss:TripletLoss
text-embeddings-inference
Inference Endpoints
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---
base_model: BAAI/bge-small-en-v1.5
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:35015
- loss:TripletLoss
widget:
- source_sentence: Where do the trunks of the Kharif/Rabi Food Soldier Insect stay
during the day?
sentences:
- '''y Indeterminate tomato varieties namely Solan lalima and Arka Rakshak are recommended
for Kharif season y Nursery bed should be prepared by first week of May. Bring
the soil into fine tilt and raise the bed to 10-15 cm above ground level. Mix
well rotten farmyard manure/ compost or leaf compost in the soil. To make the
soil free from soil-borne disease-causing pathogens (Damping-off), drench the
bed with 0.1% solution of Captan or Fytolan. Cover immediately with polythene
sheet or gunny bag for 2 days. Uncover the soil and get it loosened and leave
it as such for 3-4 days. Thoroughly mix Malathion 5% dust in order to protect
the seedlings from soil-borne insects. Sowing should be done by second'''
- '''42.है Kharif / Kharif Kharif / Rabi Food Soldier Insect: The trunks of this
insect are brown in color, which remain stuck between the forts or in the cracks
of the ground during the day. The trunks come out of the holes or crevices in
the evening and climb up the plants and cut the earrings into small pieces and
drop them down. Level of economic damage: Cr. Insect नाम4.जघ is a pest of 7 species.
नाम4.जघ Insect wrap नाम4.जघ is a pest of 7 species. Weekly monitoring of crop
should be done. Economic damage level 5% Infected plants 5% Silver soot 2% Freshly
infested leaves 2% Infected leaves or 2% Adult freshly infested leaves 5% Dead
cow dung 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5%
Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects
5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5% Insects 5%
Insects 5% Insects 5% Insects 5% Infected plants 5% Silver soot 2% Freshly infested
leaves 2% Inseeds 2% Dead cow dung 2% Inseeds 5% Inseeds 1% Insects 3% Inseeds
4% Inseeds 2 Pests 2 Pests 4 Pests 5 Pests 5 Pests 5 Pests 5 Pests 4 Pests 1 Pests
2 Pests 2 Pests 2 P Only a balanced amount of fertilizers should be used |जल There
should be a proper drainage system. In areas with brown fungus and armyworm infestation,
transplantation should be done by leaving one row after 20 rows. Both ends of
the field with good drainage. By passing fast over the plants by holding the rope,
the hooks of the insect fall into the water, which flows with the water when the
water is drawn from the field. 5 pheromone traps per ha) should be used for predicting
and controlling the stem borer insect.'''
- '''The farming being practiced for the last five decades in India has increasingly
been found non- sustainable. The system is oriented towards high production without
much concern for ecology and the very existence of man himself. Adverse effects
of modern agricultural practices not only on the farm but also on the health of
all living things and thus on the environment have been well documented all over
the world. Application of technology, particularly in terms of the use of chemical
fertilizers and pesticides all around us has persuaded people to think aloud.
Their negative effects on the environment are manifested through soil erosion,
water shortages, salination, soil contamination, genetic erosion, etc.'''
- source_sentence: Which regions of the world are India's main export destinations
for organic products?
sentences:
- '''In India, the development of organic agriculture is receiving increasing attention
among farmers, producers, processors, traders, exporters and consumers. Growing
consciousness of health hazards due to the possible contamination of farm produce
from the use of synthetic chemicals have immensely contributed to the revival
of this form of farming during the last ten years. Agro-climatic conditions in
India and our agricultural biodiversity are conducive to organic agriculture and
hence offer tremendous scope for cultivation of a wide range of organic products.
India is now understood to be a potential supplier of organic products to the
international market. Presently, India is exporting these products to Europe,
US and Japan and volumes are looking up.'''
- '''Rice : Release of 1 lakh of parasitsed eggs of Trichogramma japonicum against
stemborer and T.chilonis against laffolder 1 lakh/ha at weekly intervals starting
from the appearance of 2-5 moths in light trap or around 30 days after planting
whichever is early six to eight releases may be made at weekly intervals depending
upon the availability of host eggs in the field. Cut the parasitised “Tricho cards
“ into equal bits and release the parasitoids by stapling individual cardbits
in to the leaves in the middle region of each sub-plot of 125 sq. m area every
week. Collect one egg mass/ subplot at weekly intervals , starting from 30 th
to 50 th DAT and again from 80 th to 110 th DAT . Collect the egg masses on the
observation dates , bring them to laboratory, record all the emerged parasitoids
and work out per cent parasitism due to different parasitoids .'''
- '''The Indian agriculture switched over to the conventional system of production
on the advent of the green revolution in the 1970s. The change was in the national
interest which suffered setbacks because of the country''s over dependence on
the foreign food sources. The national determination was so intense that all the
attention was focused on the increase in agriculture production. The agriculture
and allied sectors in India provide employment to 65% of the workers and accounts
for 30% of the national income. The growth of population and the increase in income
will lead to a rise in demand for foodgrains as also for the agricultural raw
materials for industry in the future. The area under cultivation, obviously, cannot
be increased and the present 140 million hectares will have to meet the future
increases in such demands. There is a strong reason for even a decline in the
cultivated area because of the urbanization and industrialization, which in turn
will exert much pressure on the existing, cropped area.'''
- source_sentence: What is the release amount for each phase?
sentences:
- '''First installment due on (date) : ii). Last Installment due on (date)
: 6. b). Cash Credit : Limit: Drawing Power: Outstanding: Comments
on Irregularity ( if any): Any adverse comments on the unit by inspecting
official in last inspection report: 7. A. Cost of Project (as accepted by
sanctioning authority)(In Rs. Lakh) B. Means of Finance (as accepted by sanctioning
authority)(In Rs. Lakh) Give component wise details a. Term loan of Bank: b.
Promoter Equity c. Unsecured loan : d. Others if any Total Total 8. A.
Forward Linkages: B. Backward Linkages with Small/Marginal farmers: 1 No.
of members: 2 Details of Primary and Collateral Securities taken by the
bank (if any) 3 a. Primary Securities b. Collateral Securities 4 5 6 (Please
enclose details separately) 9 NameoftheConsortium(ifany)associatedwithCreditFacilitywithcompleteaddress,contac
t details and email: 9 a) Address (*with pin-code) : 9 b) Contact Details
: 9 c) Email Address : Request of Branch head for Credit Guarantee:- In
view of the above information, we request Credit Guarantee Cover against Credit
Facility of Rs.....................(in Rupees ) to FPO(copy of sanction letter
along with appraisal/process note of competent authority is enclosed for your
perusal and record ). Further we confirm that : 1. The KYC norms in respect of
the Promoters have been complied by us. 2. Techno-feasibility and economic viability
aspect of the project has been taken care of by the sanctioning authority and
the branch. 3. On quarterly basis, bank will apprise the ........................(Name
of Implementing Agency)about progress of unit, recovery of bank''s dues and present
status of account to........................(Name of Implementing Agency) 4.
We undertake to abide by the Terms & Conditions of the Scheme.'''
- '''In such States an alternate implementation mechanism for eligibility of the
farmers will be developed and approved by the Committee of Union Ministers of
Ministry of Development of North East Region (DoNER), the Ministry of Rural Development
(Department of Land Resources), the Union Agriculture Minister and the concerned
State Chief Ministers or their Ministerial representatives, based on the proposal
by the concerned North Eastern States. 5.5.1 For identification of *bona fide*
beneficiary under PM-Kisan Scheme in Manipur, the following proposal of Government
of Manipur was considered and approved by the Committee: \''The certificate issued
by the Village authority, namely, the Chairman/Chief, authorizing any tribal family
to cultivate a piece of land, may be accepted. Such certification of village Chairman/Chief
shall be authenticated by the concerned sub-divisional officers. All the exclusions
under the Operational Guidelines will be applicable.\'' 5.5.2 For identification
of *bona fide* beneficiary under PM-Kisan Scheme in Nagaland, the following procedure
was approved by the Committee: 1) In case of community owned cultivable land
in the state of Nagaland which is under permanent cultivation, for identification
of beneficiaries under PM-KISAN, the certificate issued by the village council/authority/village
chieftan regarding land holding, duly verified by the administrative head of
the circle/sub-division and countersigned by the Deputy Commissioner of the District
shall suffice subject to the exclusions under the operational guidelines.'''
- '''| Timelines | Deliverables |
Release Amount | Instal |\n|----------------------------------------|-----------------------------------------------------|------------------------|-----------------|\n|
ment | | | |\n|
I | Approval of concept note & signing of
MOU with POPI | 25% of Ist year''s cost | |\n| II |
3 months from | | |\n|
signing MOU | | | |\n|
25% of Ist year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| earlier release | | | |\n|
Cluster identified, baseline done, | | | |\n|
farmers data base computerized & | | | |\n|
awareness meeting and exposure visit | | | |\n|
conducted | | | |\n|
III | 6 months from | | |\n|
signing MOU | | | |\n|
25% of Ist year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| Constitution of BOD, training of
BOD, | | | |\n|
completions of statutory processes & | | | |\n|
application for registration | . |
earlier release | |\n| IV |
12 months from | | |\n|
signing MOU | | | |\n|
CEO appointed, training of CEO, | | | |\n|
Business plan & MIS prepared | | | |\n|
Balance of Ist year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| earlier release | | | |\n|
V | 18 months from | | |\n|
signing MOU | | | |\n|
50% of 2 | | | |\n|
nd | | | |\n|
year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| earlier release | | | |\n|
Applied for licenses for input, access | | | |\n|
to credit as per plan, buyer-seller | | | |\n|
meet, list of shareholders prepared | | | |\n|
with crop details, annual report | | | |\n|
finalized. | | | |\n|
VI | 24 months from | | |\n|
signing MOU | | | |\n|
Balance of 2 | | | |\n|
nd | | | |\n|
year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| Aggregation of produce, creation
of | | | |\n|
basic infrastructure, market linkage, | | | |\n|
training of CEO/BOD & farmers | earlier release | | |\n|
Equity | mobilization, |
statutory | VII |\n| signing MOU |
compliances, | implementation |
of |\n| 50% of 3 | | | |\n|
rd | | | |\n|
year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| business |
plan, | institutionalizing |
earlier release |\n| market linkage & credit access. | | | |\n|
VIII | 36 months from | | |\n|
signing MOU | | | |\n|
Balance of 3 | | | |\n|
rd | | | |\n|
year''s cost & | | | |\n|
satisfactory | utilization |
of | |\n| Approvals of FPO activities, business | | | |\n|
expansion, Audit & preparation of B/S, | | | |\n|
P/L a/c, PC Report | earlier release | | |\n| | | | |\n| | | | |\n| | | | |\n| | | | |\n| | | | |\n| | | | |\n| | | | |\n| | | | |'''
- source_sentence: What is the purpose of the cut-off date in the loanee and non-loanee
cultivators?
sentences:
- '''Any Producer Company, either by itself or together with its subsidiaries, may
invest, by way of subscription, purchase or otherwise, shares in any other company,
other than a Producer Company, for an amount not exceeding thirty per cent of
the aggregate of its paid-up capital and free reserves. However, with the prior
approval of the Central Government by passing special resolution, a Producer Company
can invest even in excess of 30% of the aggregate of its paid up capital and free
reserves. d. All investments by a Producer Company may be made if such investments
are consistent with the objectives of the Producer Company. e. The Producer
Company, at its registered office, shall maintain a register containing particulars
of all the investments, showing the names of the companies in which shares have
been acquired, number and value of shares; the date of acquisition; and the manner
and price at which any of the shares have been subsequently disposed of. It shall
be open to inspection by any Member.'''
- '''16.1 The cut-off date is uniform for both loanee and non-loanee cultivators.
The State-wise cut-off dates for different crops shall be based on Crop Calendar
of major crops published from time to time by the Directorate of Economics and
Statistics, DAC&FW,GOI. The latest copy of the Crop Calendar (District Wise,
Crop Wise) is available on www.pmfby.gov.in. The SLCCCI, shall besides considering
the prevailing agro-climatic conditions, rainfall distribution/ availability
of water for irrigation, sowing pattern etc. in consultation with the Insurance
Company fix seasonality discipline of the coverage and other activities in such
a way that it does not encourage adverse selection or moral hazards. If this
is violated by SLCCCI, GOI may decide not to provide premium subsidy. 16.2 The
**broad indicative seasonality discipline** is given in the Table 2 below:'''
- '''notification or /and on National Crop Insurance Portal multiplied by sown area
for notified crop. 3.1.3 Special efforts shall be made to ensure maximum
coverage of SC/ ST/ Women farmers under the Scheme. Further Panchayat Raj Institutions
(PRIs) may be involved in extension and awareness creation amongst farmers
and obtaining feed-back of farmers about the implementation of the Scheme 3.1.4 The
implementing Insurance Company selected as L1 will be responsible for taking necessary measures
to ensure at least 10% incremental increase in coverage of non-loanee farmers.
However other empanelled Insurance Companies which have participated in the bidding
and are keen for enrolment of non loanee farmers in the cluster may also be allowed
to enrol non-loanee farmers at L1 premium rate. The interested companies have
to inform their willingness in writing within seven days of finalisation of tender/issuance
of work order to L1. It will however be the responsibility of all the Insurance
Companies engaged in this process to ensure that duplicate enrolment does not
happen in the given cluster/district. Engaging companies other than L1 for enrolling
non loanee farmers will be taken up on a pilot basis in Districts notified by
State Govt. They shall enrol non loanee farmers as per conditions laid down
in Para 17.5. 3.1.5 These Insurance Company will maintain separate data of
such non loanee farmers covered by them and enter the said data on the portal
as per seasonality discipline detailed in Para 16.2. They shall be liable for
payment of claims to such farmers. 3.1.6 The exchange of information, co-witnessing
of CCEs and sharing of yield data etc for the cluster by Government/NCIP will
be limited to L1 Company only and it will be binding on other companies to accept
it. However, the requisition for payment of Government subsidy in respect of non-loanee enrolled
by them will be submitted directly to the Govt designated agency.'''
- source_sentence: How many goats are mentioned?
sentences:
- '''honeydew excretion encourages the growth of sooty mould . It is not a vector
of any viral disease. Egg: Cylindrical eggs are laid in groups when the rice plant
is small but in the upper part of the rice plant when the plant is large. (They
are laid with the micropylar end protruding from the tissue, the operculum is
long and narrow. The eggs in a group are not sealed together by the material secreted
by female.) Nymph: White to a strongly mottled dark grey or black and white in
colour and 0.6 mm size when young. Fifth instar nymph with a narrow head and white
or creamy white body. Dorsal surface of the thorax and abdomen marked with various
amounts of grey and white markings. Adult: The adult hopper is 3.5-4.0 mm long.
The forewings are uniformly hyaline with dark veins. There is a prominent white
band between the junctures of the wings. Macropterous males and females and brachypterous
females are commonly found in the field.'''
- '''| Name | No | Small | Big |\n|----------------|---------------------------|-------------------|--------|\n|
Bulls | | | |\n| Cows | | | |\n|
Buffaloes | | | |\n| Sheep | | | |\n|
Goat | | | |\n| Poultry | | | |\n| | | | |\n|
Scarcity: | | | |\n| Item |
How many months in a year | Purchasing? (Y/N) | |\n| Food grains | | | |\n|
Wage work | | | |\n| Fodder | | | |\n|
Firewood | | | |\n| others | | | |\n| | | | |\n|
Assets: | | | |\n| Asset |
Type of Asset | Value (Rs) | |\n| House | Kutcha
/ Pacca | | |\n| | |
Drinking water | |\n| source | | | |\n| | |
Bicycle / Two | |\n| Wheeler / Four | | | |\n|
wheeler | | | |\n| Refrigerator | | | |\n|
TV | | | |\n| Others | | | |\n| | | | |\n| | | | |'''
- '''Livestock /Poultry: Under present weather condition, keep animals under shade
or in sheds during noon hours, provide plenty of cool water mixed with minerals
for drinking and shower the animals with cold water two to three times in a day.
Do Vaccination for Haemorrhageic septicemia (H.S.) disease and Blue Quarter (B.Q.)
in animals. Udder of milking animals must be properly cleaned with zinc oxide
or boric powder. Also give deworming tablet to younger animals. For control of
ticks and mites spray Deltamethrin or Amitral 2 ml/liter of water. Spray sanitizers
or phenyl in the animal shed to avoid flies and mosquitoes. Give stored fodder
with mineral mixture.'''
---
# 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("smokxy/bge_small_method1_triplet")
# Run inference
sentences = [
'How many goats are mentioned?',
"'| Name | No | Small | Big |\\n|----------------|---------------------------|-------------------|--------|\\n| Bulls | | | |\\n| Cows | | | |\\n| Buffaloes | | | |\\n| Sheep | | | |\\n| Goat | | | |\\n| Poultry | | | |\\n| | | | |\\n| Scarcity: | | | |\\n| Item | How many months in a year | Purchasing? (Y/N) | |\\n| Food grains | | | |\\n| Wage work | | | |\\n| Fodder | | | |\\n| Firewood | | | |\\n| others | | | |\\n| | | | |\\n| Assets: | | | |\\n| Asset | Type of Asset | Value (Rs) | |\\n| House | Kutcha / Pacca | | |\\n| | | Drinking water | |\\n| source | | | |\\n| | | Bicycle / Two | |\\n| Wheeler / Four | | | |\\n| wheeler | | | |\\n| Refrigerator | | | |\\n| TV | | | |\\n| Others | | | |\\n| | | | |\\n| | | | |'",
"'Livestock /Poultry: Under present weather condition, keep animals under shade or in sheds during noon hours, provide plenty of cool water mixed with minerals for drinking and shower the animals with cold water two to three times in a day. Do Vaccination for Haemorrhageic septicemia (H.S.) disease and Blue Quarter (B.Q.) in animals. Udder of milking animals must be properly cleaned with zinc oxide or boric powder. Also give deworming tablet to younger animals. For control of ticks and mites spray Deltamethrin or Amitral 2 ml/liter of water. Spray sanitizers or phenyl in the animal shed to avoid flies and mosquitoes. Give stored fodder with mineral mixture.'",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 35,015 training samples
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 | sentence_2 |
|:--------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string | string |
| details | <ul><li>min: 7 tokens</li><li>mean: 15.71 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 116 tokens</li><li>mean: 279.16 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 116 tokens</li><li>mean: 316.8 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
| sentence_0 | sentence_1 | sentence_2 |
|:--------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>Which organizations were visited during the study?</code> | <code>'| S No | |\n|-----------------------------------------|-------------------------------------------|\n| Particulars | |\n| Baigababa & Arpanchal | |\n| Krishak Mahasangh | |\n| Maa Narmada | |\n| Krishak | |\n| Mahasangh | |\n| Jai Mitan | |\n| Krishak | |\n| Mahasangh | |\n| 1 | |\n| Kiosks Visited | |\n| during the study. | |\n| Kenda | Kota |\n| No of Accounts | SB a/c - 3500 |\n| RD - 25 | |\n| SBa/c - 5300 | |\n| RD - 98 | |\n| SB a/cs - 2956 | |\n| RD- a/cs - 105 | |\n| 2 | |\n| SB a/cs - | |\n| 4038 | |\n| RD a/cs - | |\n| 148 | |\n| 3 | |\n| Deposits/day | Rs 30,000 to |\n| 40,000 | |\n| Rs.60,000 to | |\n| 70,000 | |\n| Rs 75,000 to | |\n| 80,000 | |\n| Rs 45,000 | |\n| to 50,000 | |\n| 4 | |\n| Withdrawals/ | |\n| day | |\n| Rs 50000 to | |\n| 60000 | |\n| Rs 55,000 to | |\n| 70000 | |\n| Rs 70,000 to | |\n| 85,000 | |\n| Rs 40,000 | |\n| to 50,000 | |\n| 5 | |\n| Charges | Withdrawal - Rs 0.85 for each withdrawal |\n| Deposit - Rs 1.00 - for each deposit | |\n| Opening of R D account - Rs 20 | |\n| Opening of SB account - Rs 20 | |\n| Schemes where | |\n| money is routed | |\n| through Kiosk | |\n| 6 | |\n| 1. Indira Gandhi Vishesh Vridha Pension | |\n| 2. Vriddha Pension | |\n| 3. Vidhwa Pension | |\n| 4. Samajik Suraksha Pension | |\n| 5. Sukhad Sahara | |\n| 6. MNREGS | |\n| 7. Scholarships | |\n| Other Business | |\n| activities of the | |\n| Kiosk | |\n| Sale of Seeds | |\n| not yet | |\n| started; | |\n| Sale of Seeds | |\n| not yet | |\n| started; | |\n| 1. Seeds - Sold | |\n| 5207 bags at a | |\n| cost of | |\n| Rs.23,98,330; | |\n| 1. Seeds - | |\n| Sold 800 | |\n| bags at a | |\n| cost of | |\n| Rs.3,68,500; | |\n| 7 | |\n| Planning to start | |\n| fertilizer and | |\n| pesticide sales. | |\n| Planning to | |\n| start seed, | |\n| fertilizer and | |\n| pesticide | |\n| sales. | |\n| Planning to | |\n| start seed, | |\n| fertilizer and | |\n| pesticide | |\n| sales. | |\n| Planning to | |\n| start | |\n| fertilizer, | |\n| general | |\n| shop & | |\n| pesticide | |\n| sales. | |\n| 8 | Nil |\n| Commission | |\n| Received from | |\n| seeds sale | |\n| 9 | Rs. 8,000 |\n| Average Monthly | |\n| income from | |\n| Banking Services | |'</code> | <code>'| # | Activities |\n|---------------------------------------|--------------------------|\n| Verification of | |\n| Activities | |\n| 1 | |\n| Identify the Community/Cluster & | |\n| Undertake Baseline Survey | |\n| Survey Records like | |\n| questionnaires etc. | |\n| 2 | |\n| Convergence of Basic Services | Arrangements made for |\n| basic services | |\n| 3 | |\n| Develop Local Organizational and | |\n| Institutional Structures | |\n| How many people are | |\n| Involved in various | |\n| activities | |\n| Availability of a | |\n| platform for community | |\n| interactions | |\n| 4 | |\n| Build Trust, Cooperation, and | |\n| Community Spirit by organizing of | |\n| people at the Village level & Cluster | |\n| Level. | |\n| 5 | |\n| Facilitate Community Health and | |\n| Primary Education | |\n| How many doctors, | |\n| midwives, health | |\n| workers are available | |\n| for service? How many | |\n| children are going to | |\n| primary school? | |\n| 6 | |\n| Build Physical Infrastructure | Available infrastructure |\n| like small office, drying | |\n| yard etc. | |\n| 7 | |\n| Develop Sustainable Market | |\n| Networks | |\n| Contact persons / | |\n| markets with their | |\n| addresses and phone | |\n| numbers | |\n| 8 | |\n| Tie-up for Working Capital | Name of the Financing |\n| agency and sanction | |\n| letter for working | |\n| capital | |\n| 9 | |\n| Provide Micro-credit Security and | |\n| Community Banking Services | |\n| Amount of saving | |\n| collected and micro | |\n| credit provided with | |\n| number of members | |\n| 10 | |\n| Create and Support Local Retail to | |\n| cater for Local Consumption Needs | |\n| How many retail shops | |\n| are operating in the | |\n| area? | |\n| 11 | |\n| Develop Local Value Addition for: | |\n| Agricultural produce | |\n| Horticultural produce | |\n| Livestock/fisheries | |\n| Forest produce | |\n| Local art and craft products | |\n| No. of activities taken up | |\n| for value addition and | |\n| how many people are | |\n| involved and how much | |\n| benefit is garnered by | |\n| the members. | |\n| 12 | |\n| Introduce the System of Integrated | |\n| Agriculture | |\n| Number of farmer | |\n| members Implementing | |\n| integrated agriculture. | |\n| 13 | |\n| Integrate Farm Activities with | |\n| Other Economic Activities | |\n| Activities that are | |\n| integrated, people | |\n| involved in and benefits | |\n| derived by them | |'</code> |
| <code>What are the benefits of the model for the State Government?</code> | <code>'1.16 The model of the PO with federations and farmer clubs at the ground level with Kiosks/outlets for inputs and services can be considered as sustainable for the following reasons: a. It is a farmer organization from top to bottom, providing essential services to the farming community. Hence, the acceptance level in the farming community is high. b. With renewed focus on financial inclusion, farmer clubs can act as BCs of banks, facilitated through their federations. This will ensure that farmers get both banking services and agricultural inputs and related information at one place. c. Production, processing and consumption of certified seed is carried out to meet the requirement of the farmers, creating readymade market locally. The benefits to the farmers include timely availability of high quality seed at a reasonable cost. d. The State Government is channelizing its payments/subsidies under 7-8 schemes through these kiosks making them more popular among the farmers. e. The operating margin at the PO level is quite satisfactory. In its first year, it has surpassed the break-even level, even earning a little surplus. The State Government supported the farmers for cultivating seed and the PO for processing the seed. The demand for quality seed is more than what the farmers could produce at present. Therefore, there is scope for growth. There is potential for the activity to become viable, even without subsidy. f. For the State Government, there is a farmer organization which is able to take care of the input needs of the farmers. State Government can converge some of its agricultural schemes through the PO/ farmer federation and reach the unreached. Agricultural extension services can be provided using this institutional arrangement at a lower cost to a large number of farmers.'</code> | <code>'In order to promote the forest and minor forest produce by the tribal communities, intensive efforts will be made by the implementing agencies to prioritize formation and promotion of FPOs in the notified tribal areas in the country. The benefits of quality input, technology, credit and value addition and processing as well as better market access should reach the tribal community and North-East Region through the Scheme in co-operation with Tribal Affairs Ministry, DONER and North Eastern Council (NEC). 4.9 Existing FPOs will also be allowed to avail relevant benefits, if not earlier availed in any scheme of Government of India, such as Credit Guarantee Fund and advisory services from National Project Management Agency (NPMA) under the Scheme. The FPOs which are already registered but have not been provided funds under any other schemes and have not yet started operation will also be covered under the Scheme.'</code> |
| <code>What is the purpose of the Kisan Credit Card (KCC) scheme?</code> | <code>'The Kisan Credit Card (KCC) scheme was introduced in 1998 for issue of Kisan Credit Cards to farmers on the basis of their holdings for uniform adoption by the banks so that farmers may use them to readily purchase agriculture inputs such as seeds, fertilizers, pesticides etc. and draw cash for their production needs. The scheme was further extended for the investment credit requirement of farmers viz. allied and non-farm activities in the year 2004. The scheme was further revisited in 2012 by a working Group under the Chairmanship of Shri T. M. Bhasin, CMD, Indian Bank with a view to simplify the scheme and facilitate issue of Electronic Kisan Credit Cards. The scheme provides broad guidelines to banks for operationalizing the KCC scheme. Implementing banks will have the discretion to adopt the same to suit institution/location specific requirements.'</code> | <code>'First installment due on (date) : ii). Last Installment due on (date) : 6. b). Cash Credit : Limit: Drawing Power: Outstanding: Comments on Irregularity ( if any): Any adverse comments on the unit by inspecting official in last inspection report: 7. A. Cost of Project (as accepted by sanctioning authority)(In Rs. Lakh) B. Means of Finance (as accepted by sanctioning authority)(In Rs. Lakh) Give component wise details a. Term loan of Bank: b. Promoter Equity c. Unsecured loan : d. Others if any Total Total 8. A. Forward Linkages: B. Backward Linkages with Small/Marginal farmers: 1 No. of members: 2 Details of Primary and Collateral Securities taken by the bank (if any) 3 a. Primary Securities b. Collateral Securities 4 5 6 (Please enclose details separately) 9 NameoftheConsortium(ifany)associatedwithCreditFacilitywithcompleteaddress,contac t details and email: 9 a) Address (*with pin-code) : 9 b) Contact Details : 9 c) Email Address : Request of Branch head for Credit Guarantee:- In view of the above information, we request Credit Guarantee Cover against Credit Facility of Rs.....................(in Rupees ) to FPO(copy of sanction letter along with appraisal/process note of competent authority is enclosed for your perusal and record ). Further we confirm that : 1. The KYC norms in respect of the Promoters have been complied by us. 2. Techno-feasibility and economic viability aspect of the project has been taken care of by the sanctioning authority and the branch. 3. On quarterly basis, bank will apprise the ........................(Name of Implementing Agency)about progress of unit, recovery of bank's dues and present status of account to........................(Name of Implementing Agency) 4. We undertake to abide by the Terms & Conditions of the Scheme.'</code> |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
```json
{
"distance_metric": "TripletDistanceMetric.EUCLIDEAN",
"triplet_margin": 5
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `fp16`: True
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 3
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `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`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
</details>
### Training Logs
| Epoch | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.2284 | 500 | 4.7424 |
| 0.4568 | 1000 | 4.5923 |
| 0.6852 | 1500 | 4.5216 |
| 0.9137 | 2000 | 4.4782 |
| 1.1421 | 2500 | 4.4073 |
| 1.3705 | 3000 | 4.3671 |
| 1.5989 | 3500 | 4.3421 |
| 1.8273 | 4000 | 4.3207 |
| 2.0557 | 4500 | 4.3103 |
| 2.2841 | 5000 | 4.2805 |
| 2.5126 | 5500 | 4.2757 |
| 2.7410 | 6000 | 4.2483 |
| 2.9694 | 6500 | 4.273 |
### Framework Versions
- Python: 3.10.13
- Sentence Transformers: 3.0.1
- Transformers: 4.42.3
- PyTorch: 2.1.2
- Accelerate: 0.32.1
- Datasets: 2.20.0
- 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",
}
```
#### TripletLoss
```bibtex
@misc{hermans2017defense,
title={In Defense of the Triplet Loss for Person Re-Identification},
author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
year={2017},
eprint={1703.07737},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
```
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