metadata
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 model finetuned from 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
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 384 tokens
- Similarity Function: Cosine Similarity
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
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:
pip install -U sentence-transformers
Then you can load this model and run inference.
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]
Training Details
Training Dataset
Unnamed Dataset
- Size: 35,015 training samples
- Columns:
sentence_0,sentence_1, andsentence_2 - Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1 sentence_2 type string string string details - min: 7 tokens
- mean: 15.71 tokens
- max: 53 tokens
- min: 116 tokens
- mean: 279.16 tokens
- max: 512 tokens
- min: 116 tokens
- mean: 316.8 tokens
- max: 512 tokens
- Samples:
sentence_0 sentence_1 sentence_2 Which organizations were visited during the study?'S No What are the benefits of the model for the State Government?'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.''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.'What is the purpose of the Kisan Credit Card (KCC) scheme?'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.''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.' - Loss:
TripletLosswith these parameters:{ "distance_metric": "TripletDistanceMetric.EUCLIDEAN", "triplet_margin": 5 }
Training Hyperparameters
Non-Default Hyperparameters
per_device_train_batch_size: 16per_device_eval_batch_size: 16fp16: Truemulti_dataset_batch_sampler: round_robin
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: noprediction_loss_only: Trueper_device_train_batch_size: 16per_device_eval_batch_size: 16per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 1eval_accumulation_steps: Nonelearning_rate: 5e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1num_train_epochs: 3max_steps: -1lr_scheduler_type: linearlr_scheduler_kwargs: {}warmup_ratio: 0.0warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Falsefp16: Truefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Falseignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Falsehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseeval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Nonedispatch_batches: Nonesplit_batches: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falsebatch_sampler: batch_samplermulti_dataset_batch_sampler: round_robin
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
@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
@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}
}