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suhwan3

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tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:144128
  - loss:TripletLoss
base_model: sentence-transformers/all-MiniLM-L12-v2
widget:
  - source_sentence: >-
      ARKX, the ARK Space Exploration & Innovation ETF, is an actively-managed
      fund focused on long-term capital growth by investing at least 80% of its
      assets in domestic and foreign equity securities of companies engaged in
      space exploration and innovation. The fund targets global companies that
      lead, enable, or benefit from technologically advanced products and
      services beyond Earth's surface. It includes sectors like orbital and
      suborbital aerospace, enabling technologies, and industries benefiting
      from aerospace activities, such as agriculture, GPS, and imaging. ARKX
      typically holds a concentrated portfolio of 40 to 55 securities, selected
      through a proprietary methodology that integrates top-down economic
      analysis, bottom-up fundamental and quantitative metrics, and ESG
      considerations. As a non-diversified ETF, it offers a unique investment
      opportunity in the burgeoning space exploration industry.
    sentences:
      - >-
        Northwest Pipe Company, together with its subsidiaries, manufactures and
        supplies water related infrastructure products in North America. It
        operates in two segments, Engineered Steel Pressure Pipe (SPP) and
        Precast Infrastructure and Engineered Systems (Precast). The SPP segment
        offers large-diameter, high-pressure steel pipeline systems for use in
        water infrastructure applications, which are primarily related to
        drinking water systems. Its products are also used for hydroelectric
        power systems, wastewater systems, and other applications. In addition,
        this segment makes products for industrial plant piping systems and
        certain structural applications. The Precast segment provides precast
        and reinforced concrete products, including manholes, box culverts,
        vaults, catch basins, oil water separators, pump lift stations,
        biofiltration, and other environmental and engineered solutions. The
        company sells its water infrastructure products primarily to
        installation contractors. Northwest Pipe Company was incorporated in
        1966 and is headquartered in Vancouver, Washington.
      - >-
        Texas Instruments Incorporated designs, manufactures, and sells
        semiconductors to electronics designers and manufacturers worldwide. It
        operates in two segments, Analog and Embedded Processing. The Analog
        segment offers power products to manage power requirements in various
        levels using battery-management solutions, DC/DC switching regulators,
        AC/DC and isolated controllers and converters, power switches, linear
        regulators, voltage supervisors, voltage references, and lighting
        products. This segment also provides signal chain products that sense,
        condition, and measure signals to allow information to be transferred or
        converted for further processing and control for use in end markets,
        including amplifiers, data converters, interface products, motor drives,
        clocks, and sensing products. The Embedded Processing segment offers
        microcontrollers that are used in electronic equipment; digital signal
        processors for mathematical computations; and applications processors
        for specific computing activity. This segment offers products for use in
        various markets, such as industrial, automotive, personal electronics,
        communications equipment, enterprise systems, and calculators and other.
        The company also provides DLP products primarily for use in projectors
        to create high-definition images; calculators; and application-specific
        integrated circuits. It markets and sells its semiconductor products
        through direct sales and distributors, as well as through its website.
        Texas Instruments Incorporated was founded in 1930 and is headquartered
        in Dallas, Texas.
      - >-
        Rocket Lab USA, Inc., a space company, provides launch services and
        space systems solutions for the space and defense industries. The
        company provides launch services, spacecraft engineering and design
        services, spacecraft components, spacecraft manufacturing, and other
        spacecraft and on-orbit management solutions; and constellation
        management services, as well as designs and manufactures small and
        medium-class rockets. It also designs, manufactures, and sells Electron
        small orbital launch vehicles and the Photon satellite platforms, as
        well as developing the Neutron 8-ton payload class launch vehicle;
        conducts remote launch activities; and designs and manufactures a range
        of components and subsystems for the Photon family of spacecraft and
        broader merchant spacecraft components. The company serves commercial,
        aerospace prime contractors, and government customers. The company was
        founded in 2006 and is headquartered in Long Beach, California.
  - source_sentence: >-
      ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed
      fund focused on long-term capital growth by investing at least 80% of its
      assets in domestic and foreign equity securities of companies involved in
      autonomous technology and robotics. Emphasizing disruptive innovation, the
      fund targets firms benefiting from advancements in automation, energy, and
      artificial intelligence. ARKQ employs its own internal research to
      identify transformative businesses, making pure-play portfolio
      implementation challenging. As a non-diversified fund, it concentrates its
      investments in specific sectors, aiming to capitalize on technological
      advancements that drive market development.
    sentences:
      - >-
        Magna International Inc. designs, engineers, and manufactures
        components, assemblies, systems, subsystems, and modules for original
        equipment manufacturers of vehicles and light trucks worldwide. It
        operates through four segments: Body Exteriors & Structures, Power &
        Vision, Seating Systems, and Complete Vehicles. The Body Exteriors &
        Structures segment provides body and chassis, exterior, and roof
        systems, as well as battery enclosures and engineering and testing
        services, including fascia and trims, front end modules, front
        integration panels, liftgate modules, active aerodynamics, engineered
        glass, running boards, truck bed access products, and side doors. The
        Power & Vision segment offers hybrid and electric drive systems, motors,
        inverters, onboard chargers, and e-clutch; dedicated hybrid, dual and
        hybrid dual, and manual transmissions; AWD/4WD products and rear drive
        modules; transmission, engine, driveline components, engine drive
        plates, and accessories; engineering services; advanced driver
        assistance systems and sensors, and electronic control units; interior
        and exterior mirrors, camera and driver monitoring systems and
        electronics, actuators, door handles, and overhead consoles; forward,
        rear, and auxiliary lighting products; latching, door modules, window,
        power closure, and hinges and wire forming systems; and modular and
        textile folding roofs, and hard and soft tops. The Seating Systems
        segment provides seat structures, mechanism and hardware solutions, and
        foam and trim products. The Complete Vehicles segment offers vehicle
        engineering and manufacturing services. The company also designs,
        engineers, and manufactures tooling products. Magna International Inc.
        was founded in 1957 and is headquartered in Aurora, Canada.
      - >-
        Sony Group Corporation designs, develops, produces, and sells electronic
        equipment, instruments, and devices for the consumer, professional, and
        industrial markets in Japan, the United States, Europe, China, the
        Asia-Pacific, and internationally. The company distributes software
        titles and add-on content through digital networks; network services
        related to game, video, and music content; and home and portable game
        consoles, packaged software, and peripheral devices. It also develops,
        produces, markets, and distributes recorded music; publishes music; and
        produces and distributes animation titles, game applications, and
        various services for music and visual products. In addition, the company
        produces, acquires, and distributes live-action and animated motion
        pictures for theatrical release, as well as scripted and animated
        series, unscripted reality or light entertainment, daytime serials, game
        shows, television movies, and miniseries and other television programs;
        operates a visual effects and animation unit; manages a studio facility;
        and operates television and digital networks, and post-production
        facilities. Further, it researches, develops, designs, produces,
        markets, distributes, sells, and services televisions, and video and
        sound products; interchangeable lens, compact digital, and consumer and
        professional video cameras; projectors and medical equipment; mobile
        phones, tablets, accessories, and applications; and metal oxide
        semiconductor image sensors, charge-coupled devices, integration
        systems, and other semiconductors. Additionally, it offers Internet
        broadband network services; recording media, and storage media products;
        and life and non-life insurance, banking, and other services, as well as
        creates and distributes content for PCs and mobile phones. The company
        was formerly known as Sony Corporation and changed its name to Sony
        Group Corporation in April 2021. Sony Group Corporation was incorporated
        in 1946 and is headquartered in Tokyo, Japan.
      - >-
        Dada Nexus Limited operates a platform of local on-demand retail and
        delivery in the People's Republic of China. It operates Dada Now, a
        local on-demand delivery platform that provides intra-city delivery and
        last-mile delivery services on an on-demand basis to chain merchants,
        small- and medium-sized enterprise merchants, and individual senders;
        and JDDJ, a local on-demand retail platform for consumers, retailers,
        and brand owner. The company was incorporated in 2014 and is
        headquartered in Shanghai, the People's Republic of China.
  - source_sentence: >-
      ProShares Ultra Financials (UYG) is an ETF that seeks to deliver twice the
      daily performance of the S&P Financial Select Sector Index, which is a
      market cap-weighted index of financial companies within the S&P 500. This
      index includes industries such as banks, financial services, consumer
      finance, capital markets, mortgage REITs, and insurance, with constituents
      rebalanced quarterly. UYG is designed for short-term trading, utilizing
      swap agreements and resetting daily, which can lead to significant
      differences in long-term returns due to daily compounding. The fund is
      non-diversified and not intended for long-term investment. Prior to March
      20, 2023, it tracked the Dow Jones US Financials Index.
    sentences:
      - >-
        Huntington Bancshares Incorporated operates as the bank holding company
        for The Huntington National Bank that provides commercial, consumer, and
        mortgage banking services in the United States. The company operates
        through four segments: Consumer and Business Banking; Commercial
        Banking; Vehicle Finance; and Regional Banking and The Huntington
        Private Client Group (RBHPCG). The Consumer and Business Banking segment
        offers financial products and services, such as checking accounts,
        savings accounts, money market accounts, certificates of deposit, credit
        cards, and consumer and small business loans, as well as investment
        products. This segment also provides mortgages, insurance, interest rate
        risk protection, foreign exchange, automated teller machine, and
        treasury management services, as well as online, mobile, and telephone
        banking services. It serves consumer and small business customers. The
        Commercial Banking segment offers regional commercial banking solutions
        for middle market businesses, government and public sector entities, and
        commercial real estate developers/REITs; and specialty banking solutions
        for healthcare, technology and telecommunications, franchise finance,
        sponsor finance, and global services industries. It also provides asset
        finance services; capital raising solutions, sales and trading, and
        corporate risk management products; institutional banking services; and
        treasury management services. The Vehicle Finance segment provides
        financing to consumers for the purchase of automobiles, light-duty
        trucks, recreational vehicles, and marine craft at franchised and other
        select dealerships, as well as to franchised dealerships for the
        acquisition of new and used inventory. The RBHPCG segment offers private
        banking, wealth and investment management, and retirement plan services.
        As of March 18, 2022, the company had approximately 1,000 branches in 11
        states. Huntington Bancshares Incorporated was founded in 1866 and is
        headquartered in Columbus, Ohio.
      - >-
        DXP Enterprises, Inc., together with its subsidiaries, engages in
        distributing maintenance, repair, and operating (MRO) products,
        equipment, and services to the energy and industrial customers primarily
        in the United States and Canada. It operates through three segments:
        Service Centers (SC), Supply Chain Services (SCS), and Innovative
        Pumping Solutions (IPS). The SC segment offers MRO products, equipment,
        and integrated services, including technical expertise and logistics
        services. It offers a range of MRO products in the rotating equipment,
        bearing, power transmission, hose, fluid power, metal working, fastener,
        industrial supply, safety products, and safety services categories. This
        segment serves customers in the oil and gas, food and beverage,
        petrochemical, transportation, other general industrial, mining,
        construction, chemical, municipal, agriculture, and pulp and paper
        industries. The SCS segment manages procurement and inventory management
        solutions; and offers outsourced MRO solutions for sourcing MRO
        products, including inventory optimization and management, store room
        management, transaction consolidation and control, vendor oversight and
        procurement cost optimization, productivity improvement, and customized
        reporting services. Its programs include SmartAgreement, a procurement
        solution for various MRO categories; SmartBuy, an on-site or centralized
        MRO procurement solution; SmartSource, an on-site procurement and
        storeroom management solution; SmartStore, an e-Catalog solution;
        SmartVend, an industrial dispensing solution; and SmartServ, an
        integrated service pump solution. The IPS segment fabricates and
        assembles custom-made pump packages, remanufactures pumps, and
        manufactures branded private label pumps. The company was founded in
        1908 and is based in Houston, Texas.
      - >-
        National Bank Holdings Corporation operates as the bank holding company
        for NBH Bank that provides various banking products and financial
        services to commercial, business, and consumer clients in the United
        States. It offers deposit products, including checking, savings, money
        market, and other deposit accounts, including fixed-rate and fixed
        maturity time deposits. The company also provides commercial and
        industrial loans and leases, such as working capital loans, equipment
        loans, lender finance loans, food and agriculture loans, government and
        non-profit loans, owner occupied commercial real estate loans, and other
        commercial loans and leases; non-owner occupied commercial real estate
        loans consisting of loans on commercial properties, such as office
        buildings, warehouse/distribution buildings, multi-family, hospitality,
        and retail buildings; small business administration loans to support
        manufacturers, distributors, and service providers; term loans, line of
        credits, and real estate secured loans; residential real estate loans;
        and consumer loans. In addition, it offers treasury management solutions
        comprising online and mobile banking, commercial credit card, wire
        transfer, automated clearing house, electronic bill payment, lock box,
        remote deposit capture, merchant processing, cash vault, controlled
        disbursements, and fraud prevention services, as well as other auxiliary
        services, including account reconciliation, collections, repurchase
        accounts, zero balance accounts, and sweep accounts. As of January 20,
        2022, the company operated through a network of 81 banking centers
        located in Colorado, the greater Kansas City region, New Mexico, Utah,
        and Texas. It also operates 121 ATMs. The company was formerly known as
        NBH Holdings Corp. and changed its name to National Bank Holdings
        Corporation in March 2012. National Bank Holdings Corporation was
        incorporated in 2009 and is headquartered in Greenwood Village,
        Colorado.
  - source_sentence: >-
      Fidelity Real Estate Investment (FPRO) is an actively managed,
      non-transparent ETF that seeks above-average income and long-term capital
      growth by investing at least 80% of its assets in securities of companies
      primarily engaged in the real estate industry, including both domestic and
      foreign issuers. Operating under an exemptive order from the SEC, FPRO is
      not required to disclose its complete portfolio holdings daily. Instead,
      it utilizes the Fidelity non-transparent model, publishing a Tracking
      Basket and Tracking Basket Weight Overlap daily to approximate the fund's
      performance without revealing its actual holdings, which are disclosed
      monthly with a 30-day lag. The fund employs fundamental analysis to select
      securities, focusing on financial condition, industry position, and
      broader market and economic conditions, and is non-diversified.
    sentences:
      - >-
        Keyence Corporation, together with its subsidiaries, develops,
        manufactures, and sells factory automation solutions worldwide. The
        company offers photoelectric, fiber optic, laser, positioning, vision,
        and inductive proximity sensors, as well as network communication units
        used for presence/absence and part differentiation applications. It also
        provides measurement sensors, such as laser displacement and profiler,
        optical/laser micrometer, 3D interference measurement, spectral
        interference displacement, and contact displacement/LVDT sensors; and
        measurement systems, including optical comparators, 3D scanners, and
        CMM/laser trackers. In addition, the company offers safety products
        comprising safety laser scanners, light curtains, interlock switches,
        and controllers to protect operators from machine hazards; and pressure,
        flow, level, and temperature sensors for monitoring equipment processes.
        Further, it provides static eliminators/ionizers and electrostatic
        sensors which protect workers, machinery, and products from the damaging
        effects of electrostatic charge; vision systems and sensors, and barcode
        scanners to perform automatic inspection and part identification; and
        programmable logic controllers and other controls that are used for
        machine control applications. Additionally, the company offers laser
        marking systems/laser markers and industrial continuous inkjet printers;
        digital, 3D laser scanning, and fluorescence microscopes, as well as
        wide-area 3D measuring systems for industrial and life science
        applications; and handheld mobile computers. It serves customers in
        automotive/chassis assembly, metals/machining, FPD/glass,
        semiconductor/ICS, plastic/molding, food/pharmaceutical, steel, and
        other industries. Keyence Corporation was founded in 1972 and is
        headquartered in Osaka, Japan.
      - >-
        EastGroup Properties, Inc. (NYSE: EGP), an S&P MidCap 400 company, is a
        self-administered equity real estate investment trust focused on the
        development, acquisition and operation of industrial properties in major
        Sunbelt markets throughout the United States with an emphasis in the
        states of Florida, Texas, Arizona, California and North Carolina. The
        Company's goal is to maximize shareholder value by being a leading
        provider in its markets of functional, flexible and quality business
        distribution space for location sensitive customers (primarily in the
        15,000 to 70,000 square foot range). The Company's strategy for growth
        is based on ownership of premier distribution facilities generally
        clustered near major transportation features in supply-constrained
        submarkets. EastGroup's portfolio, including development projects and
        value-add acquisitions in lease-up and under construction, currently
        includes approximately 45.8 million square feet.
      - >-
        National Retail Properties invests primarily in high-quality retail
        properties subject generally to long-term, net leases. As of September
        30, 2020, the company owned 3,114 properties in 48 states with a gross
        leasable area of approximately 32.4 million square feet and with a
        weighted average remaining lease term of 10.7 years.
  - source_sentence: >-
      Fidelity Real Estate Investment (FPRO) is an actively managed,
      non-transparent ETF that seeks above-average income and long-term capital
      growth by investing at least 80% of its assets in securities of companies
      primarily engaged in the real estate industry, including both domestic and
      foreign issuers. Operating under an exemptive order from the SEC, FPRO is
      not required to disclose its complete portfolio holdings daily. Instead,
      it utilizes the Fidelity non-transparent model, publishing a Tracking
      Basket and Tracking Basket Weight Overlap daily to approximate the fund's
      performance without revealing its actual holdings, which are disclosed
      monthly with a 30-day lag. The fund employs fundamental analysis to select
      securities, focusing on financial condition, industry position, and
      broader market and economic conditions, and is non-diversified.
    sentences:
      - >-
        Mapletree Commercial Trust is a Singapore-focused real estate investment
        trust (REIT) that invests on a long-term basis, directly or indirectly,
        in a diversified portfolio of income-producing real estate used
        primarily for office and/or retail purposes, whether wholly or
        partially, in Singapore, as well as real estate related assets. MCT's
        portfolio comprises VivoCity, MBC, PSA Building, Mapletree Anson and
        MLHF. These five assets have a total NLA of 5.0 million square feet with
        a total value of S$8.7 billion.
      - >-
        FCPT, headquartered in Mill Valley, CA, is a real estate investment
        trust primarily engaged in the acquisition and leasing of restaurant
        properties. The Company seeks to grow its portfolio by acquiring
        additional real estate to lease, on a net basis, for use in the
        restaurant and retail industries.
      - >-
        Alamo Group Inc. designs, manufactures, distributes, and services
        vegetation management and infrastructure maintenance equipment for
        governmental, industrial, and agricultural uses worldwide. Its
        Vegetation Management Division segment offers hydraulically-powered and
        tractor-mounted mowers, other cutters and replacement parts for
        heavy-duty and intensive uses and heavy duty applications, tractor- and
        truck-mounted mowing and vegetation maintenance equipment, and
        replacement parts. This segment also provides rotary and finishing
        mowers, flail and disc mowers, front-end loaders, backhoes, rotary
        tillers, posthole diggers, scraper blades and replacement parts, zero
        turn radius mowers, cutting parts, plain and hard-faced replacement
        tillage tools, disc blades, and fertilizer application components;
        aftermarket agricultural parts, heavy-duty mechanical rotary mowers,
        snow blowers, rock removal equipment, replacement parts, tractor
        attachments, agricultural implements, hydraulic and boom-mounted hedge
        and grass cutters, tractor attachments and implements, hedgerow cutters,
        industrial grass mowers, agricultural seedbed preparation cultivators,
        self-propelled sprayers and multi-drive load-carrying vehicles, cutting
        blades, and hydraulic and mechanical boom mowers. The company's
        Industrial Equipment Division segment offers truck-mounted air vacuum,
        mechanical broom, and regenerative air sweepers, pothole patchers, leaf
        collection equipment and replacement brooms, parking lot and street
        sweepers, excavators, catch basin cleaners, and roadway debris vacuum
        systems, as well as truck-mounted vacuum machines, combination sewer
        cleaners, and hydro excavators. This segment also offers ice control
        products, snowplows and heavy duty snow removal equipment, hitches,
        attachments, and graders; and public works and runway maintenance
        products, parts, and services, and high pressure cleaning systems and
        trenchers. The company was founded in 1955 and is headquartered in
        Seguin, Texas.
datasets:
  - suhwan3/fine_tuning_stage2
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/all-MiniLM-L12-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L12-v2 on the fine_tuning_stage2 dataset. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: sentence-transformers/all-MiniLM-L12-v2
Maximum Sequence Length: 128 tokens
Output Dimensionality: 384 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- fine_tuning_stage2

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': 128, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

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("sentence_transformers_model_id")
# Run inference
sentences = [
    "Fidelity Real Estate Investment (FPRO) is an actively managed, non-transparent ETF that seeks above-average income and long-term capital growth by investing at least 80% of its assets in securities of companies primarily engaged in the real estate industry, including both domestic and foreign issuers. Operating under an exemptive order from the SEC, FPRO is not required to disclose its complete portfolio holdings daily. Instead, it utilizes the Fidelity non-transparent model, publishing a Tracking Basket and Tracking Basket Weight Overlap daily to approximate the fund's performance without revealing its actual holdings, which are disclosed monthly with a 30-day lag. The fund employs fundamental analysis to select securities, focusing on financial condition, industry position, and broader market and economic conditions, and is non-diversified.",
    'FCPT, headquartered in Mill Valley, CA, is a real estate investment trust primarily engaged in the acquisition and leasing of restaurant properties. The Company seeks to grow its portfolio by acquiring additional real estate to lease, on a net basis, for use in the restaurant and retail industries.',
    "Mapletree Commercial Trust is a Singapore-focused real estate investment trust (REIT) that invests on a long-term basis, directly or indirectly, in a diversified portfolio of income-producing real estate used primarily for office and/or retail purposes, whether wholly or partially, in Singapore, as well as real estate related assets. MCT's portfolio comprises VivoCity, MBC, PSA Building, Mapletree Anson and MLHF. These five assets have a total NLA of 5.0 million square feet with a total value of S$8.7 billion.",
]
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

fine_tuning_stage2

Dataset: fine_tuning_stage2 at b16a8c0
Size: 144,128 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 123 tokens mean: 126.64 tokens max: 128 tokens	min: 53 tokens mean: 121.14 tokens max: 128 tokens	min: 21 tokens mean: 121.09 tokens max: 128 tokens

Samples:

anchor	positive	negative
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	3D Systems Corporation, through its subsidiaries, provides 3D printing and digital manufacturing solutions in the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The company offers 3D printers, such as stereolithography, selective laser sintering, direct metal printing, multi jet printing, color jet printing, and extrusion and SLA based bioprinting that transform digital data input generated by 3D design software, computer aided design (CAD) software, or other 3D design tools into printed parts. It also develops, blends, and markets various print materials, such as plastic, nylon, metal, composite, elastomeric, wax, polymeric dental, and bio-compatible materials. In addition, the company provides digital design tools, including software, scanners, and haptic devices, as well as solutions for product design, simulation, mold and die design, 3D scan-to-print, reverse engineering, production machining, metrology, and inspection and manufacturing workflows under the Geomag...	OSI Systems, Inc. designs and manufactures electronic systems and components worldwide. It operates in three segments: Security, Healthcare, and Optoelectronics and Manufacturing. The Security segment offers baggage and parcel inspection, cargo and vehicle inspection, hold baggage and people screening, radiation detection, and explosive and narcotics trace detection systems under the Rapiscan Systems, AS&E, and Gatekeeper names. It also provides site design, installation, training, and technical support services; and security screening solutions under the S2 name. The Healthcare segment offers patient monitoring and diagnostic cardiology systems, and related supplies and accessories under the Spacelabs name for use in critical care, emergency, and perioperative areas within hospitals, physicians' offices, medical clinics, and ambulatory surgery centers. The Optoelectronics and Manufacturing segment provides optoelectronic devices under the OSI Optoelectronics, OSI LaserDiode, OSI Laser...
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	3D Systems Corporation, through its subsidiaries, provides 3D printing and digital manufacturing solutions in the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The company offers 3D printers, such as stereolithography, selective laser sintering, direct metal printing, multi jet printing, color jet printing, and extrusion and SLA based bioprinting that transform digital data input generated by 3D design software, computer aided design (CAD) software, or other 3D design tools into printed parts. It also develops, blends, and markets various print materials, such as plastic, nylon, metal, composite, elastomeric, wax, polymeric dental, and bio-compatible materials. In addition, the company provides digital design tools, including software, scanners, and haptic devices, as well as solutions for product design, simulation, mold and die design, 3D scan-to-print, reverse engineering, production machining, metrology, and inspection and manufacturing workflows under the Geomag...	Ubisoft Entertainment SA produce, publishes, and distributes video games for consoles, PC, smartphones, and tablets in both physical and digital formats in Europe, North America, and internationally. The company designs and develops software, including scenarios, animation, gameplay, layouts, and game rules, as well as develops design tools and game engines. It is also involved in the development in the area of online and mobile gaming; and film business. The company was incorporated in 1986 and is headquartered in Saint-Mandé, France.
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	3D Systems Corporation, through its subsidiaries, provides 3D printing and digital manufacturing solutions in the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The company offers 3D printers, such as stereolithography, selective laser sintering, direct metal printing, multi jet printing, color jet printing, and extrusion and SLA based bioprinting that transform digital data input generated by 3D design software, computer aided design (CAD) software, or other 3D design tools into printed parts. It also develops, blends, and markets various print materials, such as plastic, nylon, metal, composite, elastomeric, wax, polymeric dental, and bio-compatible materials. In addition, the company provides digital design tools, including software, scanners, and haptic devices, as well as solutions for product design, simulation, mold and die design, 3D scan-to-print, reverse engineering, production machining, metrology, and inspection and manufacturing workflows under the Geomag...	Genpact Limited provides business process outsourcing and information technology (IT) services in India, rest of Asia, North and Latin America, and Europe. It operates through three segments: Banking, Capital Markets and Insurance; Consumer Goods, Retail, Life Sciences and Healthcare; and High Tech, Manufacturing and Services. The company offers CFO advisory services; and environmental, social, and governance (ESG) services, such as data management, carbon accounting, human rights assessment, sustainability diligence, and ESG reporting. It also provides finance and accounting services, which include accounts payable, such as document management, invoice processing, approval and resolution management, and travel and expense processing; invoice-to-cash services, including customer master data management, credit and contract management, fulfillment, billing, collections, and dispute management services; record to report services comprising accounting, treasury, tax, product cost accountin...

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.5
}

Evaluation Dataset

fine_tuning_stage2

Dataset: fine_tuning_stage2 at b16a8c0
Size: 36,032 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 123 tokens mean: 127.66 tokens max: 128 tokens	min: 53 tokens mean: 124.04 tokens max: 128 tokens	min: 15 tokens mean: 120.49 tokens max: 128 tokens

Samples:

anchor	positive	negative
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	3D Systems Corporation, through its subsidiaries, provides 3D printing and digital manufacturing solutions in the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The company offers 3D printers, such as stereolithography, selective laser sintering, direct metal printing, multi jet printing, color jet printing, and extrusion and SLA based bioprinting that transform digital data input generated by 3D design software, computer aided design (CAD) software, or other 3D design tools into printed parts. It also develops, blends, and markets various print materials, such as plastic, nylon, metal, composite, elastomeric, wax, polymeric dental, and bio-compatible materials. In addition, the company provides digital design tools, including software, scanners, and haptic devices, as well as solutions for product design, simulation, mold and die design, 3D scan-to-print, reverse engineering, production machining, metrology, and inspection and manufacturing workflows under the Geomag...	DXC Technology Company, together with its subsidiaries, provides information technology services and solutions primarily in North America, Europe, Asia, and Australia. It operates in two segments, Global Business Services (GBS) and Global Infrastructure Services (GIS). The GBS segment offers a portfolio of analytics services and extensive partner ecosystem that help its customers to gain rapid insights, automate operations, and accelerate their digital transformation journeys; and software engineering, consulting, and data analytics solutions that enable businesses to run and manage their mission-critical functions, transform their operations, and develop new ways of doing business. It also uses various technologies and methods to accelerate the creation, modernization, delivery, and maintenance of secure applications allowing customers to innovate faster while reducing risk, time to market, and total cost of ownership. In addition, this segment offers business process services, which ...
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	3D Systems Corporation, through its subsidiaries, provides 3D printing and digital manufacturing solutions in the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The company offers 3D printers, such as stereolithography, selective laser sintering, direct metal printing, multi jet printing, color jet printing, and extrusion and SLA based bioprinting that transform digital data input generated by 3D design software, computer aided design (CAD) software, or other 3D design tools into printed parts. It also develops, blends, and markets various print materials, such as plastic, nylon, metal, composite, elastomeric, wax, polymeric dental, and bio-compatible materials. In addition, the company provides digital design tools, including software, scanners, and haptic devices, as well as solutions for product design, simulation, mold and die design, 3D scan-to-print, reverse engineering, production machining, metrology, and inspection and manufacturing workflows under the Geomag...	CGI Inc., together with its subsidiaries, provides information technology (IT) and business process services in Canada; Western, Southern, Central, and Eastern Europe; Australia; Scandinavia; Finland, Poland, and Baltics; the United States; the United Kingdom; and the Asia Pacific. Its services include the management of IT and business outsourcing, systems integration and consulting, and software solutions selling activities. The company also offers application development, integration and maintenance, testing, portfolio management, and modernization services; business consulting; and a suite of business process services designed to address the needs of specific industries, as well as IT infrastructure services. It serves clients operating in government, banking and capital market, health, utility, communication and media, oil and gas, retail, consumer and services, space, manufacturing, insurance, life sciences, retail and consumer service, and transportation and logistics sectors. Th...
ARKQ, the ARK Autonomous Technology & Robotics ETF, is an actively managed fund focused on long-term capital growth by investing at least 80% of its assets in domestic and foreign equity securities of companies involved in autonomous technology and robotics. Emphasizing disruptive innovation, the fund targets firms benefiting from advancements in automation, energy, and artificial intelligence. ARKQ employs its own internal research to identify transformative businesses, making pure-play portfolio implementation challenging. As a non-diversified fund, it concentrates its investments in specific sectors, aiming to capitalize on technological advancements that drive market development.	ANSYS, Inc. develops and markets engineering simulation software and services worldwide. It offers ANSYS Workbench, a framework upon which its multiphysics engineering simulation technologies are built and enables engineers to simulate the interactions between structures, heat transfer, fluids, electronics, and optical elements in a unified engineering simulation environment; high-performance computing product suite; power analysis and optimization software suite that manages the power budget, power delivery integrity, and power-induced noise in an electronic design; and structural analysis product suite that provides simulation tools for product design and optimization. The company also provides electronics product suite that offers field simulation software for designing electronic and electromechanical products; SCADE product suite, a solution for embedded software simulation, code production, and automated certification; fluids product suite that enables modeling of fluid flow and ...	`KRAFTON, Inc. develops, produces, and sells household video games in South Korea and internationally. It offers PC, mobile, and console games. The company was formerly known as Bluehole Studio Inc. and changed its name to KRAFTON, Inc. in November 2018. The company was founded in 2007 and is based in Seongnam, South Korea.`

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.5
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 64
per_device_eval_batch_size: 64
num_train_epochs: 10
warmup_ratio: 0.1
bf16: True
dataloader_drop_last: True
load_best_model_at_end: True
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 64
per_device_eval_batch_size: 64
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_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: 1.0
num_train_epochs: 10
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: True
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: True
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}
tp_size: 0
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: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
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
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
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	Validation Loss
0.0044	10	0.4716	-
0.0089	20	0.4638	-
0.0133	30	0.4614	-
0.0178	40	0.4572	-
0.0222	50	0.4616	-
0.0266	60	0.4539	-
0.0311	70	0.4368	-
0.0355	80	0.442	-
0.0400	90	0.4469	-
0.0444	100	0.4273	-
0.0488	110	0.4062	-
0.0533	120	0.4032	-
0.0577	130	0.4019	-
0.0622	140	0.3902	-
0.0666	150	0.379	-
0.0710	160	0.3466	-
0.0755	170	0.3463	-
0.0799	180	0.3347	-
0.0844	190	0.3085	-
0.0888	200	0.3207	-
0.0933	210	0.3116	-
0.0977	220	0.3003	-
0.1021	230	0.2872	-
0.1066	240	0.2858	-
0.1110	250	0.2752	-
0.1155	260	0.2758	-
0.1199	270	0.2969	-
0.1243	280	0.2599	-
0.1288	290	0.2545	-
0.1332	300	0.2599	-
0.1377	310	0.2583	-
0.1421	320	0.2539	-
0.1465	330	0.2396	-
0.1510	340	0.2267	-
0.1554	350	0.234	-
0.1599	360	0.2324	-
0.1643	370	0.2219	-
0.1687	380	0.2188	-
0.1732	390	0.2375	-
0.1776	400	0.2181	-
0.1821	410	0.2175	-
0.1865	420	0.2235	-
0.1909	430	0.2025	-
0.1954	440	0.2183	-
0.1998	450	0.2163	-
0.2043	460	0.2055	-
0.2087	470	0.2038	-
0.2131	480	0.2074	-
0.2176	490	0.215	-
0.2220	500	0.2249	-
0.2265	510	0.1963	-
0.2309	520	0.1975	-
0.2353	530	0.1902	-
0.2398	540	0.2077	-
0.2442	550	0.2044	-
0.2487	560	0.2085	-
0.2531	570	0.1919	-
0.2575	580	0.1999	-
0.2620	590	0.1947	-
0.2664	600	0.2078	-
0.2709	610	0.2032	-
0.2753	620	0.1825	-
0.2798	630	0.2026	-
0.2842	640	0.1798	-
0.2886	650	0.1945	-
0.2931	660	0.1864	-
0.2975	670	0.1844	-
0.3020	680	0.1826	-
0.3064	690	0.1799	-
0.3108	700	0.1881	-
0.3153	710	0.1869	-
0.3197	720	0.1758	-
0.3242	730	0.1568	-
0.3286	740	0.1711	-
0.3330	750	0.1687	-
0.3375	760	0.1616	-
0.3419	770	0.1503	-
0.3464	780	0.1694	-
0.3508	790	0.1678	-
0.3552	800	0.1638	-
0.3597	810	0.1562	-
0.3641	820	0.1629	-
0.3686	830	0.139	-
0.3730	840	0.1395	-
0.3774	850	0.1721	-
0.3819	860	0.1601	-
0.3863	870	0.1685	-
0.3908	880	0.1655	-
0.3952	890	0.1517	-
0.3996	900	0.1313	-
0.4041	910	0.1804	-
0.4085	920	0.161	-
0.4130	930	0.1381	-
0.4174	940	0.1407	-
0.4218	950	0.1557	-
0.4263	960	0.1392	-
0.4307	970	0.1522	-
0.4352	980	0.1483	-
0.4396	990	0.1429	-
0.4440	1000	0.1384	0.1443
0.4485	1010	0.1643	-
0.4529	1020	0.141	-
0.4574	1030	0.1539	-
0.4618	1040	0.1468	-
0.4663	1050	0.1426	-
0.4707	1060	0.1461	-
0.4751	1070	0.1637	-
0.4796	1080	0.1491	-
0.4840	1090	0.1328	-
0.4885	1100	0.1307	-
0.4929	1110	0.1406	-
0.4973	1120	0.1503	-
0.5018	1130	0.1436	-
0.5062	1140	0.1395	-
0.5107	1150	0.1298	-
0.5151	1160	0.1218	-
0.5195	1170	0.1272	-
0.5240	1180	0.1435	-
0.5284	1190	0.1302	-
0.5329	1200	0.131	-
0.5373	1210	0.1432	-
0.5417	1220	0.1432	-
0.5462	1230	0.1219	-
0.5506	1240	0.1291	-
0.5551	1250	0.1453	-
0.5595	1260	0.1311	-
0.5639	1270	0.1395	-
0.5684	1280	0.1219	-
0.5728	1290	0.1282	-
0.5773	1300	0.125	-
0.5817	1310	0.1087	-
0.5861	1320	0.1272	-
0.5906	1330	0.1325	-
0.5950	1340	0.115	-
0.5995	1350	0.1262	-
0.6039	1360	0.1132	-
0.6083	1370	0.1064	-
0.6128	1380	0.1343	-
0.6172	1390	0.1294	-
0.6217	1400	0.1182	-
0.6261	1410	0.1207	-
0.6306	1420	0.1048	-
0.6350	1430	0.1236	-
0.6394	1440	0.123	-
0.6439	1450	0.1113	-
0.6483	1460	0.1086	-
0.6528	1470	0.1164	-
0.6572	1480	0.1096	-
0.6616	1490	0.117	-
0.6661	1500	0.1386	-
0.6705	1510	0.1016	-
0.6750	1520	0.1199	-
0.6794	1530	0.1135	-
0.6838	1540	0.1142	-
0.6883	1550	0.1201	-
0.6927	1560	0.1206	-
0.6972	1570	0.1119	-
0.7016	1580	0.1041	-
0.7060	1590	0.1194	-
0.7105	1600	0.1194	-
0.7149	1610	0.1106	-
0.7194	1620	0.1015	-
0.7238	1630	0.1114	-
0.7282	1640	0.1163	-
0.7327	1650	0.107	-
0.7371	1660	0.1141	-
0.7416	1670	0.1	-
0.7460	1680	0.1242	-
0.7504	1690	0.1048	-
0.7549	1700	0.1192	-
0.7593	1710	0.1197	-
0.7638	1720	0.1059	-
0.7682	1730	0.1054	-
0.7726	1740	0.1041	-
0.7771	1750	0.1069	-
0.7815	1760	0.0988	-
0.7860	1770	0.1058	-
0.7904	1780	0.1237	-
0.7948	1790	0.1165	-
0.7993	1800	0.1083	-
0.8037	1810	0.107	-
0.8082	1820	0.121	-
0.8126	1830	0.1115	-
0.8171	1840	0.1058	-
0.8215	1850	0.1013	-
0.8259	1860	0.1052	-
0.8304	1870	0.1155	-
0.8348	1880	0.1257	-
0.8393	1890	0.0886	-
0.8437	1900	0.0993	-
0.8481	1910	0.1065	-
0.8526	1920	0.1021	-
0.8570	1930	0.1	-
0.8615	1940	0.1139	-
0.8659	1950	0.0951	-
0.8703	1960	0.1039	-
0.8748	1970	0.104	-
0.8792	1980	0.0943	-
0.8837	1990	0.1014	-
0.8881	2000	0.0991	0.0990
0.8925	2010	0.1029	-
0.8970	2020	0.0904	-
0.9014	2030	0.1073	-
0.9059	2040	0.09	-
0.9103	2050	0.1038	-
0.9147	2060	0.1102	-
0.9192	2070	0.0906	-
0.9236	2080	0.0967	-
0.9281	2090	0.101	-
0.9325	2100	0.101	-
0.9369	2110	0.111	-
0.9414	2120	0.1108	-
0.9458	2130	0.1087	-
0.9503	2140	0.1	-
0.9547	2150	0.1014	-
0.9591	2160	0.1036	-
0.9636	2170	0.1049	-
0.9680	2180	0.1103	-
0.9725	2190	0.1001	-
0.9769	2200	0.1012	-
0.9813	2210	0.0931	-
0.9858	2220	0.094	-
0.9902	2230	0.1094	-
0.9947	2240	0.0974	-
0.9991	2250	0.0994	-
1.0040	2260	0.0852	-
1.0084	2270	0.0857	-
1.0129	2280	0.0961	-
1.0173	2290	0.0866	-
1.0218	2300	0.0727	-
1.0262	2310	0.072	-
1.0306	2320	0.0908	-
1.0351	2330	0.0842	-
1.0395	2340	0.1031	-
1.0440	2350	0.0996	-
1.0484	2360	0.089	-
1.0528	2370	0.1021	-
1.0573	2380	0.0938	-
1.0617	2390	0.097	-
1.0662	2400	0.09	-
1.0706	2410	0.0709	-
1.0750	2420	0.1024	-
1.0795	2430	0.0868	-
1.0839	2440	0.0853	-
1.0884	2450	0.0857	-
1.0928	2460	0.089	-
1.0972	2470	0.0843	-
1.1017	2480	0.1059	-
1.1061	2490	0.0868	-
1.1106	2500	0.0872	-
1.1150	2510	0.0787	-
1.1194	2520	0.0855	-
1.1239	2530	0.0954	-
1.1283	2540	0.0909	-
1.1328	2550	0.0833	-
1.1372	2560	0.0932	-
1.1417	2570	0.0891	-
1.1461	2580	0.0875	-
1.1505	2590	0.1109	-
1.1550	2600	0.095	-
1.1594	2610	0.0877	-
1.1639	2620	0.0896	-
1.1683	2630	0.0827	-
1.1727	2640	0.0918	-
1.1772	2650	0.0856	-
1.1816	2660	0.0956	-
1.1861	2670	0.0979	-
1.1905	2680	0.0899	-
1.1949	2690	0.0812	-
1.1994	2700	0.0801	-
1.2038	2710	0.0884	-
1.2083	2720	0.0858	-
1.2127	2730	0.0876	-
1.2171	2740	0.0676	-
1.2216	2750	0.0771	-
1.2260	2760	0.0822	-
1.2305	2770	0.1003	-
1.2349	2780	0.0743	-
1.2393	2790	0.0695	-
1.2438	2800	0.0969	-
1.2482	2810	0.0719	-
1.2527	2820	0.0925	-
1.2571	2830	0.0771	-
1.2615	2840	0.0822	-
1.2660	2850	0.0872	-
1.2704	2860	0.0825	-
1.2749	2870	0.0894	-
1.2793	2880	0.082	-
1.2837	2890	0.0875	-
1.2882	2900	0.0956	-
1.2926	2910	0.0644	-
1.2971	2920	0.0769	-
1.3015	2930	0.0892	-
1.3060	2940	0.0749	-
1.3104	2950	0.0896	-
1.3148	2960	0.0813	-
1.3193	2970	0.0856	-
1.3237	2980	0.0649	-
1.3282	2990	0.0701	-
1.3326	3000	0.0744	0.0767
1.3370	3010	0.0837	-
1.3415	3020	0.0853	-
1.3459	3030	0.0738	-
1.3504	3040	0.0967	-
1.3548	3050	0.0704	-
1.3592	3060	0.0676	-
1.3637	3070	0.0874	-
1.3681	3080	0.0779	-
1.3726	3090	0.0656	-
1.3770	3100	0.0907	-
1.3814	3110	0.0921	-
1.3859	3120	0.0746	-
1.3903	3130	0.0782	-
1.3948	3140	0.0711	-
1.3992	3150	0.0816	-
1.4036	3160	0.0836	-
1.4081	3170	0.0741	-
1.4125	3180	0.0693	-
1.4170	3190	0.076	-
1.4214	3200	0.0831	-
1.4258	3210	0.072	-
1.4303	3220	0.0715	-
1.4347	3230	0.0875	-
1.4392	3240	0.0868	-
1.4436	3250	0.06	-
1.4480	3260	0.0751	-
1.4525	3270	0.0948	-
1.4569	3280	0.0764	-
1.4614	3290	0.0726	-
1.4658	3300	0.0793	-
1.4702	3310	0.0782	-
1.4747	3320	0.0846	-
1.4791	3330	0.0729	-
1.4836	3340	0.0777	-
1.4880	3350	0.0821	-
1.4925	3360	0.073	-
1.4969	3370	0.0691	-
1.5013	3380	0.0838	-
1.5058	3390	0.0838	-
1.5102	3400	0.0727	-
1.5147	3410	0.0912	-
1.5191	3420	0.0727	-
1.5235	3430	0.0798	-
1.5280	3440	0.0821	-
1.5324	3450	0.0709	-
1.5369	3460	0.073	-
1.5413	3470	0.0809	-
1.5457	3480	0.0793	-
1.5502	3490	0.0746	-
1.5546	3500	0.0726	-
1.5591	3510	0.0758	-
1.5635	3520	0.0692	-
1.5679	3530	0.0729	-
1.5724	3540	0.0647	-
1.5768	3550	0.0702	-
1.5813	3560	0.0628	-
1.5857	3570	0.071	-
1.5901	3580	0.0766	-
1.5946	3590	0.0854	-
1.5990	3600	0.0643	-
1.6035	3610	0.0642	-
1.6079	3620	0.0754	-
1.6123	3630	0.0712	-
1.6168	3640	0.0793	-
1.6212	3650	0.0681	-
1.6257	3660	0.0751	-
1.6301	3670	0.0696	-
1.6345	3680	0.0803	-
1.6390	3690	0.0685	-
1.6434	3700	0.064	-
1.6479	3710	0.0677	-
1.6523	3720	0.0729	-
1.6567	3730	0.0647	-
1.6612	3740	0.0857	-
1.6656	3750	0.0789	-
1.6701	3760	0.075	-
1.6745	3770	0.0688	-
1.6790	3780	0.0768	-
1.6834	3790	0.0588	-
1.6878	3800	0.0795	-
1.6923	3810	0.0587	-
1.6967	3820	0.0704	-
1.7012	3830	0.0666	-
1.7056	3840	0.0705	-
1.7100	3850	0.0826	-
1.7145	3860	0.0622	-
1.7189	3870	0.0723	-
1.7234	3880	0.0656	-
1.7278	3890	0.0717	-
1.7322	3900	0.0665	-
1.7367	3910	0.0634	-
1.7411	3920	0.0683	-
1.7456	3930	0.0704	-
1.75	3940	0.0643	-
1.7544	3950	0.0703	-
1.7589	3960	0.0714	-
1.7633	3970	0.0713	-
1.7678	3980	0.0653	-
1.7722	3990	0.0801	-
1.7766	4000	0.0612	0.0663
1.7811	4010	0.0636	-
1.7855	4020	0.0721	-
1.7900	4030	0.075	-
1.7944	4040	0.0763	-
1.7988	4050	0.073	-
1.8033	4060	0.0721	-
1.8077	4070	0.065	-
1.8122	4080	0.0708	-
1.8166	4090	0.0646	-
1.8210	4100	0.0714	-
1.8255	4110	0.0876	-
1.8299	4120	0.0647	-
1.8344	4130	0.0513	-
1.8388	4140	0.0568	-
1.8433	4150	0.0813	-
1.8477	4160	0.0667	-
1.8521	4170	0.0604	-
1.8566	4180	0.0586	-
1.8610	4190	0.0622	-
1.8655	4200	0.0606	-
1.8699	4210	0.0733	-
1.8743	4220	0.0676	-
1.8788	4230	0.0751	-
1.8832	4240	0.0702	-
1.8877	4250	0.0699	-
1.8921	4260	0.0677	-
1.8965	4270	0.0648	-
1.9010	4280	0.0593	-
1.9054	4290	0.0578	-
1.9099	4300	0.062	-
1.9143	4310	0.0752	-
1.9187	4320	0.0742	-
1.9232	4330	0.0617	-
1.9276	4340	0.0718	-
1.9321	4350	0.0734	-
1.9365	4360	0.056	-
1.9409	4370	0.068	-
1.9454	4380	0.0646	-
1.9498	4390	0.0671	-
1.9543	4400	0.0585	-
1.9587	4410	0.067	-
1.9631	4420	0.0527	-
1.9676	4430	0.0654	-
1.9720	4440	0.0624	-
1.9765	4450	0.0482	-
1.9809	4460	0.0535	-
1.9853	4470	0.0699	-
1.9898	4480	0.0521	-
1.9942	4490	0.0728	-
1.9987	4500	0.0667	-
2.0036	4510	0.0574	-
2.0080	4520	0.0653	-
2.0124	4530	0.0624	-
2.0169	4540	0.0589	-
2.0213	4550	0.0545	-
2.0258	4560	0.0628	-
2.0302	4570	0.0511	-
2.0346	4580	0.0546	-
2.0391	4590	0.0446	-
2.0435	4600	0.0549	-
2.0480	4610	0.0529	-
2.0524	4620	0.0531	-
2.0568	4630	0.0559	-
2.0613	4640	0.0539	-
2.0657	4650	0.0459	-
2.0702	4660	0.0602	-
2.0746	4670	0.0665	-
2.0790	4680	0.0617	-
2.0835	4690	0.0485	-
2.0879	4700	0.0555	-
2.0924	4710	0.0697	-
2.0968	4720	0.055	-
2.1012	4730	0.0602	-
2.1057	4740	0.0533	-
2.1101	4750	0.0558	-
2.1146	4760	0.0448	-
2.1190	4770	0.0612	-
2.1234	4780	0.0636	-
2.1279	4790	0.0497	-
2.1323	4800	0.0568	-
2.1368	4810	0.0575	-
2.1412	4820	0.056	-
2.1456	4830	0.06	-
2.1501	4840	0.0544	-
2.1545	4850	0.0569	-
2.1590	4860	0.0558	-
2.1634	4870	0.0582	-
2.1679	4880	0.0529	-
2.1723	4890	0.0667	-
2.1767	4900	0.0496	-
2.1812	4910	0.0583	-
2.1856	4920	0.0551	-
2.1901	4930	0.0554	-
2.1945	4940	0.0629	-
2.1989	4950	0.0639	-
2.2034	4960	0.0524	-
2.2078	4970	0.0587	-
2.2123	4980	0.0625	-
2.2167	4990	0.0654	-
2.2211	5000	0.047	0.0565
2.2256	5010	0.0581	-
2.2300	5020	0.053	-
2.2345	5030	0.0627	-
2.2389	5040	0.0625	-
2.2433	5050	0.0498	-
2.2478	5060	0.0641	-
2.2522	5070	0.0555	-
2.2567	5080	0.0628	-
2.2611	5090	0.0508	-
2.2655	5100	0.048	-
2.2700	5110	0.0662	-
2.2744	5120	0.0601	-
2.2789	5130	0.0527	-
2.2833	5140	0.0523	-
2.2877	5150	0.0609	-
2.2922	5160	0.0601	-
2.2966	5170	0.0504	-
2.3011	5180	0.0587	-
2.3055	5190	0.0568	-
2.3099	5200	0.054	-
2.3144	5210	0.0601	-
2.3188	5220	0.0582	-
2.3233	5230	0.0567	-
2.3277	5240	0.0419	-
2.3321	5250	0.0534	-
2.3366	5260	0.0634	-
2.3410	5270	0.0634	-
2.3455	5280	0.0478	-
2.3499	5290	0.0637	-
2.3544	5300	0.0661	-
2.3588	5310	0.0571	-
2.3632	5320	0.059	-
2.3677	5330	0.0605	-
2.3721	5340	0.0586	-
2.3766	5350	0.055	-
2.3810	5360	0.0566	-
2.3854	5370	0.0584	-
2.3899	5380	0.0478	-
2.3943	5390	0.0562	-
2.3988	5400	0.0534	-
2.4032	5410	0.0521	-
2.4076	5420	0.0615	-
2.4121	5430	0.0503	-
2.4165	5440	0.0448	-
2.4210	5450	0.0634	-
2.4254	5460	0.0551	-
2.4298	5470	0.0542	-
2.4343	5480	0.0538	-
2.4387	5490	0.0567	-
2.4432	5500	0.0441	-
2.4476	5510	0.0495	-
2.4520	5520	0.0535	-
2.4565	5530	0.0518	-
2.4609	5540	0.0646	-
2.4654	5550	0.0523	-
2.4698	5560	0.0539	-
2.4742	5570	0.0514	-
2.4787	5580	0.0556	-
2.4831	5590	0.0472	-
2.4876	5600	0.0383	-
2.4920	5610	0.0547	-
2.4964	5620	0.0574	-
2.5009	5630	0.0504	-
2.5053	5640	0.0469	-
2.5098	5650	0.0495	-
2.5142	5660	0.0515	-
2.5187	5670	0.0571	-
2.5231	5680	0.062	-
2.5275	5690	0.0529	-
2.5320	5700	0.0512	-
2.5364	5710	0.0544	-
2.5409	5720	0.044	-
2.5453	5730	0.0555	-
2.5497	5740	0.0614	-
2.5542	5750	0.0623	-
2.5586	5760	0.0482	-
2.5631	5770	0.0609	-
2.5675	5780	0.054	-
2.5719	5790	0.0572	-
2.5764	5800	0.0582	-
2.5808	5810	0.0418	-
2.5853	5820	0.0593	-
2.5897	5830	0.0561	-
2.5941	5840	0.0567	-
2.5986	5850	0.0514	-
2.6030	5860	0.0506	-
2.6075	5870	0.0535	-
2.6119	5880	0.0554	-
2.6163	5890	0.0514	-
2.6208	5900	0.0475	-
2.6252	5910	0.0578	-
2.6297	5920	0.0582	-
2.6341	5930	0.0523	-
2.6385	5940	0.0475	-
2.6430	5950	0.0484	-
2.6474	5960	0.0482	-
2.6519	5970	0.0595	-
2.6563	5980	0.0521	-
2.6607	5990	0.0546	-
2.6652	6000	0.0565	0.0508
2.6696	6010	0.0503	-
2.6741	6020	0.0497	-
2.6785	6030	0.0528	-
2.6829	6040	0.0599	-
2.6874	6050	0.0588	-
2.6918	6060	0.0591	-
2.6963	6070	0.0561	-
2.7007	6080	0.0493	-
2.7052	6090	0.0539	-
2.7096	6100	0.052	-
2.7140	6110	0.0579	-
2.7185	6120	0.041	-
2.7229	6130	0.0502	-
2.7274	6140	0.0484	-
2.7318	6150	0.0469	-
2.7362	6160	0.0544	-
2.7407	6170	0.0553	-
2.7451	6180	0.0515	-
2.7496	6190	0.0482	-
2.7540	6200	0.052	-
2.7584	6210	0.0623	-
2.7629	6220	0.0544	-
2.7673	6230	0.0589	-
2.7718	6240	0.0516	-
2.7762	6250	0.0482	-
2.7806	6260	0.0659	-
2.7851	6270	0.0505	-
2.7895	6280	0.0609	-
2.7940	6290	0.047	-
2.7984	6300	0.0422	-
2.8028	6310	0.0528	-
2.8073	6320	0.0576	-
2.8117	6330	0.0551	-
2.8162	6340	0.0461	-
2.8206	6350	0.0589	-
2.8250	6360	0.0537	-
2.8295	6370	0.0531	-
2.8339	6380	0.0425	-
2.8384	6390	0.0562	-
2.8428	6400	0.0509	-
2.8472	6410	0.049	-
2.8517	6420	0.0487	-
2.8561	6430	0.0523	-
2.8606	6440	0.0511	-
2.8650	6450	0.0515	-
2.8694	6460	0.0627	-
2.8739	6470	0.0546	-
2.8783	6480	0.0519	-
2.8828	6490	0.0476	-
2.8872	6500	0.0476	-
2.8917	6510	0.0539	-
2.8961	6520	0.0432	-
2.9005	6530	0.0462	-
2.9050	6540	0.0492	-
2.9094	6550	0.0372	-
2.9139	6560	0.049	-
2.9183	6570	0.053	-
2.9227	6580	0.0462	-
2.9272	6590	0.052	-
2.9316	6600	0.0552	-
2.9361	6610	0.0487	-
2.9405	6620	0.0527	-
2.9449	6630	0.0545	-
2.9494	6640	0.0558	-
2.9538	6650	0.0458	-
2.9583	6660	0.0474	-
2.9627	6670	0.0509	-
2.9671	6680	0.0561	-
2.9716	6690	0.0444	-
2.9760	6700	0.0494	-
2.9805	6710	0.0441	-
2.9849	6720	0.0479	-
2.9893	6730	0.0508	-
2.9938	6740	0.0469	-
2.9982	6750	0.048	-
3.0031	6760	0.0455	-
3.0075	6770	0.0388	-
3.0120	6780	0.0458	-
3.0164	6790	0.0465	-
3.0209	6800	0.0452	-
3.0253	6810	0.0417	-
3.0298	6820	0.0476	-
3.0342	6830	0.0465	-
3.0386	6840	0.0516	-
3.0431	6850	0.0372	-
3.0475	6860	0.0448	-
3.0520	6870	0.0437	-
3.0564	6880	0.0524	-
3.0608	6890	0.0423	-
3.0653	6900	0.0403	-
3.0697	6910	0.0408	-
3.0742	6920	0.0496	-
3.0786	6930	0.0416	-
3.0830	6940	0.0419	-
3.0875	6950	0.0402	-
3.0919	6960	0.0477	-
3.0964	6970	0.0339	-
3.1008	6980	0.0439	-
3.1052	6990	0.0427	-
3.1097	7000	0.0413	0.0464
3.1141	7010	0.0451	-
3.1186	7020	0.0435	-
3.1230	7030	0.0396	-
3.1274	7040	0.0494	-
3.1319	7050	0.0479	-
3.1363	7060	0.0574	-
3.1408	7070	0.0386	-
3.1452	7080	0.0469	-
3.1496	7090	0.0488	-
3.1541	7100	0.0362	-
3.1585	7110	0.0463	-
3.1630	7120	0.0548	-
3.1674	7130	0.0487	-
3.1718	7140	0.0471	-
3.1763	7150	0.0418	-
3.1807	7160	0.0479	-
3.1852	7170	0.0432	-
3.1896	7180	0.0467	-
3.1940	7190	0.0385	-
3.1985	7200	0.0482	-
3.2029	7210	0.0458	-
3.2074	7220	0.0435	-
3.2118	7230	0.0447	-
3.2163	7240	0.0431	-
3.2207	7250	0.0405	-
3.2251	7260	0.0452	-
3.2296	7270	0.0495	-
3.2340	7280	0.0455	-
3.2385	7290	0.0432	-
3.2429	7300	0.047	-
3.2473	7310	0.0456	-
3.2518	7320	0.0503	-
3.2562	7330	0.0458	-
3.2607	7340	0.0477	-
3.2651	7350	0.047	-
3.2695	7360	0.0449	-
3.2740	7370	0.0409	-
3.2784	7380	0.031	-
3.2829	7390	0.0482	-
3.2873	7400	0.0414	-
3.2917	7410	0.0456	-
3.2962	7420	0.0404	-
3.3006	7430	0.0413	-
3.3051	7440	0.0557	-
3.3095	7450	0.0481	-
3.3139	7460	0.039	-
3.3184	7470	0.0463	-
3.3228	7480	0.0472	-
3.3273	7490	0.0471	-
3.3317	7500	0.0446	-
3.3361	7510	0.0394	-
3.3406	7520	0.0461	-
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3.9667	8930	0.0355	-
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3.9845	8970	0.0466	-
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3.9933	8990	0.0346	-
3.9978	9000	0.0354	0.0419
4.0027	9010	0.0416	-
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4.4290	9970	0.0386	-
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4.4423	10000	0.0384	0.0402
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4.8819	10990	0.0313	-
4.8863	11000	0.039	0.0375
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5.3131	11960	0.028	-
5.3175	11970	0.0311	-
5.3219	11980	0.0271	-
5.3264	11990	0.0296	-
5.3308	12000	0.0203	0.0358
5.3353	12010	0.0282	-
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5.4596	12290	0.0339	-
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5.4951	12370	0.0393	-
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5.5040	12390	0.0275	-
5.5084	12400	0.0384	-
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5.5928	12590	0.0355	-
5.5972	12600	0.0275	-
5.6017	12610	0.0339	-
5.6061	12620	0.0249	-
5.6106	12630	0.0341	-
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7.8850	17750	0.0242	-
7.8894	17760	0.0238	-
7.8939	17770	0.0237	-
7.8983	17780	0.0258	-
7.9028	17790	0.0231	-
7.9072	17800	0.024	-
7.9116	17810	0.0204	-
7.9161	17820	0.0255	-
7.9205	17830	0.031	-
7.9250	17840	0.0225	-
7.9294	17850	0.0296	-
7.9338	17860	0.0287	-
7.9383	17870	0.0207	-
7.9427	17880	0.0226	-
7.9472	17890	0.0193	-
7.9516	17900	0.022	-
7.9560	17910	0.0296	-
7.9605	17920	0.0252	-
7.9649	17930	0.022	-
7.9694	17940	0.0265	-
7.9738	17950	0.032	-
7.9782	17960	0.027	-
7.9827	17970	0.0228	-
7.9871	17980	0.0211	-
7.9916	17990	0.0211	-
7.9960	18000	0.0233	0.0278
8.0009	18010	0.0223	-
8.0053	18020	0.0202	-
8.0098	18030	0.0228	-
8.0142	18040	0.0222	-
8.0187	18050	0.0185	-
8.0231	18060	0.0184	-
8.0275	18070	0.0175	-
8.0320	18080	0.0177	-
8.0364	18090	0.0238	-
8.0409	18100	0.0211	-
8.0453	18110	0.0132	-
8.0497	18120	0.0191	-
8.0542	18130	0.0199	-
8.0586	18140	0.0184	-
8.0631	18150	0.0196	-
8.0675	18160	0.0173	-
8.0719	18170	0.0223	-
8.0764	18180	0.0174	-
8.0808	18190	0.0214	-
8.0853	18200	0.0176	-
8.0897	18210	0.0192	-
8.0941	18220	0.0205	-
8.0986	18230	0.0189	-
8.1030	18240	0.0178	-
8.1075	18250	0.0153	-
8.1119	18260	0.024	-
8.1163	18270	0.0178	-
8.1208	18280	0.017	-
8.1252	18290	0.0256	-
8.1297	18300	0.0182	-
8.1341	18310	0.0231	-
8.1385	18320	0.0202	-
8.1430	18330	0.023	-
8.1474	18340	0.0201	-
8.1519	18350	0.0222	-
8.1563	18360	0.0162	-
8.1607	18370	0.0195	-
8.1652	18380	0.0177	-
8.1696	18390	0.0198	-
8.1741	18400	0.0155	-
8.1785	18410	0.0222	-
8.1829	18420	0.0161	-
8.1874	18430	0.0247	-
8.1918	18440	0.022	-
8.1963	18450	0.0181	-
8.2007	18460	0.0166	-
8.2052	18470	0.0202	-
8.2096	18480	0.0213	-
8.2140	18490	0.0183	-
8.2185	18500	0.0221	-
8.2229	18510	0.0201	-
8.2274	18520	0.0185	-
8.2318	18530	0.0165	-
8.2362	18540	0.0169	-
8.2407	18550	0.0194	-
8.2451	18560	0.0204	-
8.2496	18570	0.022	-
8.2540	18580	0.0186	-
8.2584	18590	0.0231	-
8.2629	18600	0.0201	-
8.2673	18610	0.0199	-
8.2718	18620	0.0218	-
8.2762	18630	0.019	-
8.2806	18640	0.0209	-
8.2851	18650	0.0172	-
8.2895	18660	0.0214	-
8.2940	18670	0.0198	-
8.2984	18680	0.0198	-
8.3028	18690	0.0183	-
8.3073	18700	0.0209	-
8.3117	18710	0.0137	-
8.3162	18720	0.0215	-
8.3206	18730	0.0226	-
8.3250	18740	0.0224	-
8.3295	18750	0.0197	-
8.3339	18760	0.0263	-
8.3384	18770	0.0211	-
8.3428	18780	0.0189	-
8.3472	18790	0.0161	-
8.3517	18800	0.02	-
8.3561	18810	0.0225	-
8.3606	18820	0.0187	-
8.3650	18830	0.0271	-
8.3694	18840	0.0174	-
8.3739	18850	0.025	-
8.3783	18860	0.0168	-
8.3828	18870	0.0187	-
8.3872	18880	0.0199	-
8.3917	18890	0.0175	-
8.3961	18900	0.0184	-
8.4005	18910	0.0199	-
8.4050	18920	0.0251	-
8.4094	18930	0.0195	-
8.4139	18940	0.0226	-
8.4183	18950	0.0189	-
8.4227	18960	0.0201	-
8.4272	18970	0.0206	-
8.4316	18980	0.0188	-
8.4361	18990	0.0182	-
8.4405	19000	0.0195	0.0275
8.4449	19010	0.0204	-
8.4494	19020	0.0213	-
8.4538	19030	0.0206	-
8.4583	19040	0.0233	-
8.4627	19050	0.023	-
8.4671	19060	0.0242	-
8.4716	19070	0.0186	-
8.4760	19080	0.019	-
8.4805	19090	0.0196	-
8.4849	19100	0.0182	-
8.4893	19110	0.0268	-
8.4938	19120	0.0203	-
8.4982	19130	0.0169	-
8.5027	19140	0.0227	-
8.5071	19150	0.0242	-
8.5115	19160	0.024	-
8.5160	19170	0.0209	-
8.5204	19180	0.0204	-
8.5249	19190	0.0181	-
8.5293	19200	0.0236	-
8.5337	19210	0.0217	-
8.5382	19220	0.0221	-
8.5426	19230	0.0204	-
8.5471	19240	0.0208	-
8.5515	19250	0.0219	-
8.5560	19260	0.0229	-
8.5604	19270	0.0144	-
8.5648	19280	0.0185	-
8.5693	19290	0.0192	-
8.5737	19300	0.0256	-
8.5782	19310	0.0206	-
8.5826	19320	0.0258	-
8.5870	19330	0.0189	-
8.5915	19340	0.0215	-
8.5959	19350	0.0242	-
8.6004	19360	0.0169	-
8.6048	19370	0.021	-
8.6092	19380	0.0129	-
8.6137	19390	0.0169	-
8.6181	19400	0.0231	-
8.6226	19410	0.0225	-
8.6270	19420	0.027	-
8.6314	19430	0.0211	-
8.6359	19440	0.0217	-
8.6403	19450	0.0228	-
8.6448	19460	0.0177	-
8.6492	19470	0.0125	-
8.6536	19480	0.0199	-
8.6581	19490	0.0207	-
8.6625	19500	0.0172	-
8.6670	19510	0.021	-
8.6714	19520	0.024	-
8.6758	19530	0.0229	-
8.6803	19540	0.0214	-
8.6847	19550	0.0243	-
8.6892	19560	0.0236	-
8.6936	19570	0.021	-
8.6980	19580	0.0225	-
8.7025	19590	0.02	-
8.7069	19600	0.0254	-
8.7114	19610	0.0201	-
8.7158	19620	0.0193	-
8.7202	19630	0.0193	-
8.7247	19640	0.02	-
8.7291	19650	0.0186	-
8.7336	19660	0.0219	-
8.7380	19670	0.0244	-
8.7425	19680	0.0172	-
8.7469	19690	0.0186	-
8.7513	19700	0.0224	-
8.7558	19710	0.0169	-
8.7602	19720	0.025	-
8.7647	19730	0.0237	-
8.7691	19740	0.0182	-
8.7735	19750	0.0198	-
8.7780	19760	0.0206	-
8.7824	19770	0.0203	-
8.7869	19780	0.0187	-
8.7913	19790	0.0195	-
8.7957	19800	0.0186	-
8.8002	19810	0.021	-
8.8046	19820	0.0179	-
8.8091	19830	0.0226	-
8.8135	19840	0.0229	-
8.8179	19850	0.027	-
8.8224	19860	0.0237	-
8.8268	19870	0.0153	-
8.8313	19880	0.0195	-
8.8357	19890	0.0212	-
8.8401	19900	0.0202	-
8.8446	19910	0.0215	-
8.8490	19920	0.0201	-
8.8535	19930	0.0194	-
8.8579	19940	0.0259	-
8.8623	19950	0.0226	-
8.8668	19960	0.018	-
8.8712	19970	0.0226	-
8.8757	19980	0.0247	-
8.8801	19990	0.0214	-
8.8845	20000	0.0224	0.0268
8.8890	20010	0.0197	-
8.8934	20020	0.025	-
8.8979	20030	0.0174	-
8.9023	20040	0.0209	-
8.9067	20050	0.0196	-
8.9112	20060	0.0177	-
8.9156	20070	0.0181	-
8.9201	20080	0.0204	-
8.9245	20090	0.0193	-
8.9290	20100	0.0224	-
8.9334	20110	0.0173	-
8.9378	20120	0.0212	-
8.9423	20130	0.0193	-
8.9467	20140	0.0191	-
8.9512	20150	0.0172	-
8.9556	20160	0.0231	-
8.9600	20170	0.0189	-
8.9645	20180	0.0195	-
8.9689	20190	0.0174	-
8.9734	20200	0.0245	-
8.9778	20210	0.0194	-
8.9822	20220	0.0192	-
8.9867	20230	0.0188	-
8.9911	20240	0.0195	-
8.9956	20250	0.0237	-
9.0004	20260	0.0154	-
9.0049	20270	0.0178	-
9.0093	20280	0.0186	-
9.0138	20290	0.0188	-
9.0182	20300	0.0199	-
9.0226	20310	0.0207	-
9.0271	20320	0.0128	-
9.0315	20330	0.017	-
9.0360	20340	0.0215	-
9.0404	20350	0.0162	-
9.0448	20360	0.0195	-
9.0493	20370	0.0144	-
9.0537	20380	0.0189	-
9.0582	20390	0.0171	-
9.0626	20400	0.0162	-
9.0671	20410	0.015	-
9.0715	20420	0.021	-
9.0759	20430	0.0182	-
9.0804	20440	0.0197	-
9.0848	20450	0.015	-
9.0893	20460	0.0225	-
9.0937	20470	0.0174	-
9.0981	20480	0.0207	-
9.1026	20490	0.0192	-
9.1070	20500	0.0171	-
9.1115	20510	0.0157	-
9.1159	20520	0.0141	-
9.1203	20530	0.0166	-
9.1248	20540	0.0179	-
9.1292	20550	0.0143	-
9.1337	20560	0.0188	-
9.1381	20570	0.0158	-
9.1425	20580	0.0203	-
9.1470	20590	0.0208	-
9.1514	20600	0.0177	-
9.1559	20610	0.0127	-
9.1603	20620	0.0176	-
9.1647	20630	0.0161	-
9.1692	20640	0.0124	-
9.1736	20650	0.0177	-
9.1781	20660	0.0216	-
9.1825	20670	0.018	-
9.1869	20680	0.0169	-
9.1914	20690	0.0152	-
9.1958	20700	0.0169	-
9.2003	20710	0.0142	-
9.2047	20720	0.0183	-
9.2091	20730	0.017	-
9.2136	20740	0.0192	-
9.2180	20750	0.0118	-
9.2225	20760	0.0191	-
9.2269	20770	0.0175	-
9.2313	20780	0.0191	-
9.2358	20790	0.0161	-
9.2402	20800	0.0175	-
9.2447	20810	0.0173	-
9.2491	20820	0.021	-
9.2536	20830	0.0186	-
9.2580	20840	0.019	-
9.2624	20850	0.0147	-
9.2669	20860	0.0185	-
9.2713	20870	0.0183	-
9.2758	20880	0.0228	-
9.2802	20890	0.0192	-
9.2846	20900	0.0218	-
9.2891	20910	0.0151	-
9.2935	20920	0.0239	-
9.2980	20930	0.0178	-
9.3024	20940	0.0209	-
9.3068	20950	0.0153	-
9.3113	20960	0.0158	-
9.3157	20970	0.0152	-
9.3202	20980	0.0186	-
9.3246	20990	0.0147	-
9.3290	21000	0.0163	0.0263
9.3335	21010	0.0152	-
9.3379	21020	0.0216	-
9.3424	21030	0.0149	-
9.3468	21040	0.0193	-
9.3512	21050	0.0165	-
9.3557	21060	0.0207	-
9.3601	21070	0.0194	-
9.3646	21080	0.0219	-
9.3690	21090	0.0234	-
9.3734	21100	0.0179	-
9.3779	21110	0.018	-
9.3823	21120	0.0166	-
9.3868	21130	0.0182	-
9.3912	21140	0.0186	-
9.3956	21150	0.0201	-
9.4001	21160	0.0156	-
9.4045	21170	0.0187	-
9.4090	21180	0.0217	-
9.4134	21190	0.0158	-
9.4179	21200	0.015	-
9.4223	21210	0.0124	-
9.4267	21220	0.016	-
9.4312	21230	0.0125	-
9.4356	21240	0.0189	-
9.4401	21250	0.0125	-
9.4445	21260	0.0166	-
9.4489	21270	0.0143	-
9.4534	21280	0.0142	-
9.4578	21290	0.0192	-
9.4623	21300	0.0193	-
9.4667	21310	0.0171	-
9.4711	21320	0.0171	-
9.4756	21330	0.0238	-
9.4800	21340	0.0184	-
9.4845	21350	0.0154	-
9.4889	21360	0.0151	-
9.4933	21370	0.0174	-
9.4978	21380	0.0209	-
9.5022	21390	0.0196	-
9.5067	21400	0.0172	-
9.5111	21410	0.0122	-
9.5155	21420	0.0212	-
9.5200	21430	0.0167	-
9.5244	21440	0.014	-
9.5289	21450	0.0104	-
9.5333	21460	0.0192	-
9.5377	21470	0.0192	-
9.5422	21480	0.0164	-
9.5466	21490	0.0153	-
9.5511	21500	0.0179	-
9.5555	21510	0.0161	-
9.5599	21520	0.0162	-
9.5644	21530	0.0196	-
9.5688	21540	0.0172	-
9.5733	21550	0.0146	-
9.5777	21560	0.0134	-
9.5821	21570	0.0136	-
9.5866	21580	0.0196	-
9.5910	21590	0.0159	-
9.5955	21600	0.0191	-
9.5999	21610	0.0125	-
9.6044	21620	0.018	-
9.6088	21630	0.0228	-
9.6132	21640	0.0147	-
9.6177	21650	0.0196	-
9.6221	21660	0.0126	-
9.6266	21670	0.0176	-
9.6310	21680	0.0184	-
9.6354	21690	0.0188	-
9.6399	21700	0.0198	-
9.6443	21710	0.0177	-
9.6488	21720	0.0166	-
9.6532	21730	0.0194	-
9.6576	21740	0.0188	-
9.6621	21750	0.0187	-
9.6665	21760	0.0173	-
9.6710	21770	0.0183	-
9.6754	21780	0.0166	-
9.6798	21790	0.0186	-
9.6843	21800	0.0149	-
9.6887	21810	0.0159	-
9.6932	21820	0.0232	-
9.6976	21830	0.0194	-
9.7020	21840	0.0192	-
9.7065	21850	0.0141	-
9.7109	21860	0.0224	-
9.7154	21870	0.0192	-
9.7198	21880	0.0216	-
9.7242	21890	0.0127	-
9.7287	21900	0.0252	-
9.7331	21910	0.0161	-
9.7376	21920	0.0174	-
9.7420	21930	0.0223	-
9.7464	21940	0.019	-
9.7509	21950	0.0148	-
9.7553	21960	0.0137	-
9.7598	21970	0.0183	-
9.7642	21980	0.0173	-
9.7687	21990	0.0152	-
9.7731	22000	0.0191	0.0258
9.7775	22010	0.0175	-
9.7820	22020	0.0214	-
9.7864	22030	0.0211	-
9.7909	22040	0.0171	-
9.7953	22050	0.013	-
9.7997	22060	0.0177	-
9.8042	22070	0.0194	-
9.8086	22080	0.0193	-
9.8131	22090	0.0189	-
9.8175	22100	0.0236	-
9.8219	22110	0.0167	-
9.8264	22120	0.0199	-
9.8308	22130	0.0153	-
9.8353	22140	0.0201	-
9.8397	22150	0.0159	-
9.8441	22160	0.0206	-
9.8486	22170	0.0208	-
9.8530	22180	0.0132	-
9.8575	22190	0.0222	-
9.8619	22200	0.0169	-
9.8663	22210	0.017	-
9.8708	22220	0.0155	-
9.8752	22230	0.0138	-
9.8797	22240	0.0211	-
9.8841	22250	0.0188	-
9.8885	22260	0.0181	-
9.8930	22270	0.0202	-
9.8974	22280	0.0134	-
9.9019	22290	0.0166	-
9.9063	22300	0.0148	-
9.9107	22310	0.0186	-
9.9152	22320	0.0168	-
9.9196	22330	0.0154	-
9.9241	22340	0.0183	-
9.9285	22350	0.0211	-
9.9329	22360	0.0208	-
9.9374	22370	0.0192	-
9.9418	22380	0.0189	-
9.9463	22390	0.0183	-
9.9507	22400	0.0123	-
9.9552	22410	0.0217	-
9.9596	22420	0.02	-
9.9640	22430	0.0183	-
9.9685	22440	0.0169	-
9.9729	22450	0.02	-
9.9774	22460	0.0209	-
9.9818	22470	0.0211	-
9.9862	22480	0.0207	-
9.9907	22490	0.0209	-
9.9951	22500	0.0174	-
9.9996	22510	0.0162	-

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.10.12
Sentence Transformers: 4.0.2
Transformers: 4.51.2
PyTorch: 2.1.0+cu118
Accelerate: 1.6.0
Datasets: 3.5.0
Tokenizers: 0.21.1

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}
}