sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:36000 loss:MatryoshkaLoss loss:MultipleNegativesRankingLoss en arxiv:1908.10084 arxiv:2205.13147 arxiv:1705.00652 base_model:BAAI/bge-base-en-v1.5 base_model:finetune:BAAI/bge-base-en-v1.5 license:apache-2.0 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: BAAI/bge-base-en-v1.5
language:
- en
library_name: sentence-transformers
license: apache-2.0
metrics:
- cosine_accuracy@1
- cosine_accuracy@3
- cosine_accuracy@5
- cosine_accuracy@10
- cosine_precision@1
- cosine_precision@3
- cosine_precision@5
- cosine_precision@10
- cosine_recall@1
- cosine_recall@3
- cosine_recall@5
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@100
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:36000
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: negril jamaica cliff jumps blue hole cave
  sentences:
  - 'Rose above expectations we had especially given it is a hostel and so cheap.
    Our balcony was lovely and definitely the best asset to the room. In addition
    everything was very cleanans the beds were very comfy. The hostel is far enough
    from the strip to guarantee some privacy and peace yet still has a very central
    positioning - and only a 2 minute walk frohtge beach.Only downsides - would have
    liked a fridge as standard inatead of having to pay (which as students we did
    not) and we had no ceiling fan, just a portable one that smelt slightly of burnt
    when left on.. Air conditioning would have been better as we had to sleep with
    the door open, got bitten , and because jakiton is next to the ''magaluf lively''
    loud booming music from 9am was annoying. In addition although to owner was lovely
    i only saw her when we checked in. No personnel were ever there... It was an odd
    and slighly impersonal experience. We needed to ask her abour airport transfer
    times prices etc but she was nowhere to be found. Also cleaning staff incredibly
    grumpy.. Suggesting we were harbouring a third guest undercover, telling us off
    for having food in the room (despite the hostel clearly being non inclusive and
    us being students..) and generally goving a negative vibe as if we were in the
    wrong the whole time. On the whole a positive experience with great value for
    money, and would stay here again although would hope to see a fridge without having
    to pay..

    magalu from London, UK

    This hostal is located in Calvia (Magaluf), close to the beach, Palma Nova Beach,
    Golf Fantasia, and Pirates Adventure Show …More'
  - 'Summer is a time for exploration. Here are five places where you can find a new
    adventure:

    1 Learn about life in Cuba. With a strong focus on lifelong learning, Road Scholar
    educational adventures provide multigenerational travel opportunities in 50 states
    and 150 countries around the world. Now, you can travel to Cuba, where you’ll
    have the opportunity to meet with local community leaders, artists and local families
    to discuss the changes under way. Crafted for children 9 and older, and their
    adult family members, you’ll also visit local landmarks and sample local dance,
    music and cuisine.

    Contact: 1-800-454-5768; roadscholar.org

    2 Head south to ski. Consider trading ho-hum summer heat for the thrill of South
    American high country. From June through October, you can access premier powder
    in Chile and Argentina. The pros from U.S.-based Powder Quest can help you choose
    from snow ski tours, instruction-based outings and snowboard adventures in pristine
    mountain environments. There are also cat-skiing and heli-skiing options to provide
    a dual altitude and adrenaline fix.

    Contact: 1-888-565-7158; powderquest.com

    3 Dive the Great Blue Hole, Ambergris Caye, Belize. Scuba enthusiasts are eager
    to dive this large submarine sinkhole once explored by Jacques Cousteau. Located
    near the center of Lighthouse Reef, the Great Blue Hole is part of the large Belize
    Barrier Reef Reserve System, a World Heritage site. Experienced divers have the
    opportunity to see remarkable limestone formations as well as several species
    of shark in the crystal waters. The dive destination is 60 miles from Ambergris
    Caye; working with an experienced and reputable outfitter is essential. Las Terrazas
    Resort is a family-friendly condo-style hotel adjacent to the White Sands Dive
    Shop, where Professional Association of Diving Instructors-certified owner Elbert
    Greer will ensure your dive experience is top-notch.

    Contact: lasterrazasresort.com; whitesandsdiveshop.com; travelbelize.org

    4 Visit a castle, County Mayo, Ireland. Ashford Castle, built in the 13th century
    on the banks of the Lough Corrib and the River Cong, was once a monastery and
    later served as the Guinness family home.

    Check in with children 2 and younger and you’ll find a teddy bear and a full supply
    of baby care items waiting. Older children have their own bathrobes to get cozy
    after a day spent exploring the spacious grounds. Go for a private Hawk Walk,
    ride horses or learn the history of falconry with on-site experts. Plan to fly-fish
    for brown trout and salmon with Orvis-endorsed guides.

    Contact: ashford.ie; discoverireland.com

    5 Relax on the Long Beach Peninsula, Wash. A longtime favorite family beach destination,
    Washington’s Long Beach Peninsula is known for its lodging options, great birding,
    digging for razor clams, fishing and kite-flying.

    It’s also known for beach-driving. You can ride horses on the beach, go whale
    watching, enjoy area festivals and hike nearby trails.

    Contact: 1-800-451-2542; funbeach.com

    Lynn O’Rourke Hayes is the editor of FamilyTravel.com.'
  - 'In July, my husband and I went on our honeymoon in Negril, Jamaica. After scouring
    review sites, we decided on The Caves as our all-inclusive honeymoon destination.

    About The Caves: Situated among the cliffs in Negril, The Caves is a small resort
    with just 12 rooms. The rooms are spread out over 2 acres of lush plant life in
    a lovely labyrinth that fuels the seclusion of the property grounds. Among the
    highlights of the landscape are several cliffs to jump off into the clear blue
    waters. For those wanting to ease into the cliff jumps, there is a 10 foot jump,
    20 foot jump and finally a 30 foot jump. For the especially brave, there is a
    jump into the blue hole- which is a short jump, but directly into a cave.

    Rooms: When I booked the hotel, the only option available was a ground floor-
    single room. As I later discovered, there are several rooms where a small cottage
    contained two rooms (top floor and bottom floor are separate hotel rooms). Unfortunately,
    when booking these rooms you are not given an option to select which room you
    prefer. With only twelve rooms, it is easy to find specific room reviews online.
    In addition to the single rooms, other rooms included the entire cottage served
    as one hotel room with a master bedroom on the second floor and living and/or
    dining space below. Finally, there is a larger 4 room house in the back of the
    property. Without personally checking out all the rooms, I can only comment on
    a few:

    - Blue Dolphin: This is the room we were in for our 7 night stay. It is a ground
    floor single room near the dinner dining/lounge area. From our porch, through
    the luscious greenery was a spectacular ocean view. There is a separate room right
    above in this cottage, but we never had any issues with noise. The room felt more
    secluded than some of the other rooms and I would recommend it for any future
    guests.

    - Blue Hole: This is a two story cottage right next to the Blue Hole jumping point.
    One of the guests who stayed in this room did mention the slight distraction of
    guests enjoying the nearby cliff jump.

    - Moon Shadow: A two story two bedroom cottage near the blue gazebo. Everyone
    who stayed in this room seemed to really like it. There is a separate bar/dining
    area downstairs and also features a private outdoor shower.

    Service: All of the room rates are all-inclusive, which is true to the term. All
    meals are included and there is unlimited access to the bar for Red Stripes or
    specialty cocktail drinks. It is important to note that the cocktails are all
    made-to-order (no pre-made mixes are used). Each bartender has their own style
    and usually there is a specialty drink of the day created by a different bartender.
    In the rooms, there is also a fridge which is restocked daily with water, sodas
    and Red Stripes.

    I’ve written a separate post on the delicious food we enjoyed at The Caves: The
    Caves in Negril, Jamaica: Food Review

    Spa: There is also a spa onsite offering a wide variety of services- facials using
    Aveda products, several types of massages, and more. Another couple raved about
    a coffee scrub they had on the final day of their vacation that felt extremely
    detoxing and invigorating. My husband and I opted for an hour long couples massage.
    The gazebo where the spa services are provided overlooks the crystal blue water
    and provides the most tranquil setting for any spa. (Services should always be
    booked in advance and are not included in the all-inclusive price.)

    Cave Dinner: This dinner is another option for guests is to book an extra special
    treat during their stay at The Caves. We were fortunate enough to book our dinner
    on an evening when it was much cooler in the Caves than usual. (Many guests complained
    of the humidity within the caves in the evening and the hotel staff even sets
    up a fan.) Walking down the stairs to the cave for dinner immediately filled me
    with excitement. The crashing waves created a blissful ambiance that was amplified
    by the dozens of candles setup to light the cave for our dinner. It was the most
    romantic setting one could ever imagine and of course, the meal was spectacular.

    Overall our honeymoon was more perfect than we could ever imagine. Even though
    we stayed for 7 nights, there were several activities (snorkeling, fishing, kayaking,
    etc) that we did not partake in as we chose to simply relax, take in some sun
    and all of the natural beauties within The Caves. I’m all for visiting different
    parts of the world or trying out new hotels and resorts if I repeat a travel destination,
    but I think we will have to put The Caves on our repeat list- after all, it was
    our honeymoon destination!

    More pictures below. Happy travels everyone!'
- source_sentence: orlando cruise port shuttle
  sentences:
  - '- Very Good

    - 49 guest reviews

    "All in all good value for money, the rooms are a bit tired and it is in need
    of a refurbishment, and to be picky having a shallow shower tra..."

    "Good value for money...."

    "Warm welcome. Room was basic but comfortable and clean perfect for an overnight
    stay. A restaurant was within short walking distance providi..."

    "We were looking for a "value for money" overnight stop and Redwings was just
    that!..."

    "Excellent value, will return, couldn''t be more helpful...."

    About the hotel

    Redwings Lodge offers a warm and friendly welcome. Conveniently located just off
    junction 15 A1(M), south of Peterborough and north of Huntingdon, Redwings Lodge
    provides value for money, clean and efficient accommodation for the discerning
    traveller. Handy for A1 / A14 interchange, nearby local attractions include Huntingdon
    race course, Grafham Water, East of England showground, New Peterborough EXEC
    Centre and historic Cambridge.

    We are located just south of Sawtry on the B1043 adjacent to the Spicelands Indian
    restaurant and behind the Pace service station. Comfortable and clean rooms -
    double, twin or family rooms. All rooms have en-suite shower room, wall-mounted
    26" digital TV with Sky 1, Sky Sport 1and Sky Sport News and a host of Freeview
    channels, WiFi and tea/coffee making facilities. 24 hour Annabel''s bar (with
    42" Plasma TV which receives all the SKY sport channels). Some rooms also have
    DVD players - if this is important to you, mention it when booking. Ample parking
    and convenient rural location all make Redwings Lodge the logical choice for the
    busy traveller.

    - 24 Hour Reception, Cots available, Tea/Coffee making facilities in each room,
    Hairdryer in each room, Limited Hours Room Service, Wake Up Call Available, Interconnecting
    rooms available, Ground floor bedrooms

    - Car parking available onsite

    - Wi-Fi Available, Meeting Facilities, Wi-Fi Available In Public Areas, Wi-Fi
    Available In Rooms

    - In Room Entertainment

    - Video/DVD Player, TV, Satellite TV

    - [Channels] News, [Channels] Sky Sports, [Channels] Movies (Free), [Channels]
    Foreign (European), [Channels] Foreign (Other)

    Useful Info Show/hide

    - 15:00 00:00

    - Up to 8 years old

    - The price shown is based on the occupancy and dates you have searched for. Prices
    and availability are subject to change based on the arrival date, number of nights
    and occupancy searched for. All prices are inclusive of all local taxes.

    - Pets are not allowed

    Our reviews are from genuine LateRooms.com customers. We verify that the customer
    has stayed before leaving a review.

    78% would recommend it to a friend

    Value for Money

    All in all good value for money, the rooms are a bit tired and it is in need of
    a refurbishment, and to be picky having a shallow shower tra...

    Good value for money....'
  - 'Choose your date and # of people

    Fly Snooze Cruise Package Deal - 1 Person

    |Orlando Airport MCO to Hotel Transportation|

    |Hotel Accommodations for 1 Night / 1 Guestroom|

    |Hotel to Port Canaveral Cruise Ship Transfer | Pick Up Time: 10:30AM|

    |Port Canaveral Cruise Ship to Orlando Airport MCO Transportation|

    Open bar and light snacks from 5:30pm - 7:30pm

    Complimentary shuttle service within 3 miles

    Located less than a mile from Orlando International Airport

    Half-day room rates available

    This package at the Embassy Suites offers early check-in as availability allows,
    as well as easy access to some of Orlando’s premier attractions including Walt
    Disney World, SeaWorld, and Universal Studios, all a few miles away. A courtesy
    shuttle is available upon availability to take cruisers to destinations within
    3 miles of the hotel. Your package includes an open bar with light snacks from
    5:30PM - 7:30PM, as well as a complimentary cooked-to-order breakfast. Fly Snooze
    Cruise packages – For cruisers flying in, this Orlando airport hotel package provides
    the ultimate in convenience by allowing cruisers to be relaxing in their rooms
    or by the pool just minutes after airport arrival. Embassy Suites is conveniently
    located just 5 minutes away from the Orlando International Airport. On the day
    of your cruise, your air conditioned luxury coach will pick you up right outside
    your hotel lobby, where you will join other excited cruisers on the way to the
    cruise ship terminals at Port Canaveral. Upon return from your cruise, luxury
    coaches run from your ship’s debarkation continuously until 10:00 AM to take you
    back to the Orlando airport. Snooze Park Cruise packages – For cruisers driving
    in, this Orlando airport hotel package pairs the convenience of location to shopping,
    restaurants, and theme parks with parking in Cocoa Beach only ten minutes from
    the Port Canaveral. This cruise parking facility is paved, lighted, and security
    patrolled, and the convenience of you keeping your keys. It is only a short 60-minute
    drive from your Orlando hotel. When you arrive at the cruise parking facility,
    a shuttle will take you to your cruise ship terminal just ten minutes away, depending
    on traffic. This shuttle to the Port has pickups at 10:00 AM, 11:00 AM, and 12:00
    PM, making this package perfect for cruisers who want to get on their cruise ship
    early. Upon return from your cruise, shuttles run from 7:30 AM – 10:00 AM continuously
    back to your vehicle.

    The Embassy Suites is an all-suites hotel. Guests have the choice between a suite
    providing a Kind Bed and Sleeper Sofa, and 2 Double Beds with a Sleeper Sofa.
    Rooms with 2 Double Beds sleep up to 6 guests allowing families and other large
    groups to stay together in the same room and save money. Every suite comes with
    a separate living area equipped with a 42 inch flat panel television, and premium
    channels. Refreshment centers provide a microwave, Keurig Coffee Maker, and mini-fridge.
    Onsite amenities include a fitness center, swimming pool, and a whirlpool hot
    tub for relaxing. Open bar and light snacks from 5:30pm - 7:30pm. A complimentary
    shuttle service will take cruisers within a 3 mile radius of the hotel opening
    up great dining and shopping options.

    The on-site Kitty Hawk Cafe offers cooked to order omelets in the morning. Open
    bar and light snacks from 5:30pm - 7:30pm. In suite dining is available with signature
    dishes and desserts sent to your room. There are also many Restaurants nearby
    including Denny''s, Sonny''s BBQ, Chili''s, Toni Roma''s, Hooter''s, Cracker Barrel,
    TGI Fridays, Longhorn Steakhouse, Bonefish Grill, Carrabba''s, and the Nature''s
    Table Cafe right across the parking lot.

    This package offers a discounted half-day room rate while waiting for late flight
    departures. After arriving back at the airport from Port Canaveral, simply call
    your hotel to pick you up. You can then enjoy the convenience of having a room
    and use of all hotel amenities while waiting for your flight home. When you are
    ready to go back to the airport, shuttle transportation is complimentary and can
    be scheduled at the front desk upon check-in for your half-day use.'
  - 'Sea view room

    Park Hyatt Goa Resort & Spa

    DELUXE LOCATION: Arossim distance to beach: Beachfront transfer time: 30 mins

    beachfront | luxurious | relaxing spa

    Set in 45 acres of beautifully landscaped gardens, shimmering lagoons and meandering
    waterways, the Park Hyatt Goa Resort & Spa is one of Goa’s finest hotels. This
    luxurious property enjoys a sought-after location on Arossim beach where fine
    white sand backed by coconut palms stretches as far as the eye can see. Within
    the expansive grounds, the Park Hyatt offers one of the largest free form pools
    in India. Set over three levels, guests can soak up the Indian sun and take a
    relaxing dip in this idyllic setting. Each of the 250 spacious Pousada-style rooms
    combine an understated elegance with Goan charm. They have been beautifully decorated
    in a colonial style with rich teak shutters, polished stone floors and bespoke
    furnishings, adding to their grandeur. And being a spa hotel, sunken baths and
    rain showers are available in all rooms. With seven restaurants, cafés and bars,
    the Park Hyatt offers a fabulous choice of dining experiences. Eat al fresco in
    the Village Square where guests may dine at a different restaurant while still
    enjoying each other’s company, be that Italian from Da Luigi, a north Indian curry
    from Masala or authentic Goan cuisine from the hotel’s signature restaurant, Casa
    Sarita. You may also like to dine at the Palms beachside grill or even hire an
    exclusive beach cabana for an intimate, candlelit dinner for two.

    HOTEL Facilities • Large three-tiered swimming pool • 5 restaurants • 2 bars •
    Award-winning Sereno Spa • Daily yoga sessions • Fitness centre • Tennis courts
    • Archery • Games room • Cinema room • Cooking master classes • Camp Hyatt kids’
    club (4-12 yrs) • Wi-Fi • 250 rooms Room Facilities • King size or twin beds •
    Air-conditioning • Hairdryer • Minibar • Safe • Tea & coffee-making facilities
    • LCD television • Telephone • Bathroom with rain shower and sunken bath POPULAR
    ROOM CHOICES • Park view room – Contemporary styled rooms with a balcony or terrace
    overlooking the lagoons and manicured lawns. Prices are based on these rooms •
    Lagoon view room – Enjoy views over the lagoons and manicured gardens • Pool view
    room – Enjoy views over the swimming pool and manicured gardens • Sea view room
    – Panoramic views over the manicured lawns and out towards the Arabian Sea PRIVATE
    TRANSFERS – Private transfers to and from Goa International Airport are included

    REJUVENATE IN THE SPA

    prices & Flight upgrades

    The hotel’s multi-award winning Sereno Spa has to be one of the best spas in Goa.
    Here guests can relax and revitalise with a variety of treatments, combining age
    old therapeutic methods with contemporary spa principles.

    - PAGES 56-57 (Fold OUT)

    - PAGES 54-55

    search online - goaexperience.co.uk

    7 NIGHTS FROM

    £1249 PER PERSON

    For more information or to book online visit GoaExperience.co.uk'
- source_sentence: shireburn arms hotel clitheroe
  sentences:
  - 'Unfortunately in the evening we shared the Shireburn along with 115 15/16 year
    olds from Stonyhurst School - they were having their end of year party. Lighter
    continental and vegetarian options are also available. Towels and bed linen are
    featured in this self-catering accommodation. No 3 is ok but not yet renovated.

    I guess as we live about three hours away we''re unlikely to ever return but I
    happily would if I had need to be in the area. Find and book your ideal hotel
    on TripAdvisor — and get the lowest prices Super nosh! - The Shireburn Arms Review
    The Shireburn Arms Write a Review Review another place JOIN Located in Whalley,
    this holiday home is set 39 km from Manchester. Accept & close Book an Ad Business
    Directory Local Info Dating Buy Sell Our Facebook feeds The Lancashire Telegraph
    News, sport and entertainment from all over East Lancashire Our Twitter feeds

    About Cookies We want you to enjoy your visit to our website. We will be back
    very soon Stayed May 2013, travelled as a couple Value Location Sleep Quality
    Rooms Cleanliness Service Helpful? 1 Thank countrypark Report Ask countrypark
    about The fayzeeFormby has 1 more review of The Shireburn Arms “Lovely family
    weekend” Reviewed April 29, 2012 Janet J Bedford, United Kingdom Level Contributor
    101 reviews 36 hotel reviews 34 helpful votes Taxes, fees not included for deals
    content.

    Fifty One and a Half Boutique B&B Hotel Area: St Mary''s Very pleasant host, totally...
    In addition to breakfast, the inn serves a variety of dishes for lunch and dinner.
    Zoom in to see updated info. We went with another family and were well looked
    after.

    Claim Your Listing Explore similar hotels BEST WESTERN Mytton Fold Hotel & Golf
    425 ReviewsShow Prices 4.4 km The Old Posthouse Hotel 196 ReviewsShow Prices 7.1
    km Northcote Hotel 873 ReviewsShow The accommodation features a hot tub. The nearest
    airport is Leeds Bradford International Airport, 48 km from the property. Who
    has got it mixed up?

    Has a 3rd single bed so good f... Certain rooms have a seating area for your convenience.
    You will find a shared lounge at the property. No 3 where we stayed is one of
    them - but apparently it''s next on the list!

    Fair enough - but there was hardly anyone inside and we couldn''t really see the
    logic as the food was delivered to us by the same waiter. If you have reserved
    a hotel room through Agoda, and then show us that you could book the same room,
    for the same dates, at a lower rate, that is viewable The well-stocked bar is
    open from dawn until night, and offers a wide range of wines, liqueurs and ales.
    Room tips (47) 253 reviews sorted by: Date | Rating English first German first
    Any English first English first German first Any whalleykay66 Clitheroe, United
    Kingdom Level Contributor 185 reviews 68

    Report Score: 4 DarwenEndDrummer 10:24pm Wed 2 Sep 15 Your forgot to mention ''The
    Thick Ear'' in Burnley Your forgot to mention ''The Thick Ear'' in Burnley DarwenEndDrummer
    Your forgot to Zoom in to see updated info. The hotel has a fully equipped, 2-storey
    conference centre, which is ideal for corporate meetings. From the minute you
    set foot over the threshold you sense the quality and attention to detail (fortunately
    without the pretention that often accompanies these qualities).

    It is a 16th-century manor house surrounded by picturesque views of Pendle Hill,
    the Forest of Bowland and Yorkshire Dales. Breakfast was cooked perfectly.All
    in all its nice to see owners and staff trying really hard, keep up the good work.We
    just couldn''t ask for more. Extras include free toiletries and a hairdryer. We
    opted for the 3 courses for £13.95 as it had some interesting items on it.

    From the minute you set foot over the threshold you sense the quality and attention
    to detail (fortunately without the pretention that often accompanies these qualities).
    Write a Review Add Photos & Videos Additional Information about The Shireburn
    Arms Property: The Shireburn Arms Address: Whalley Road, Hurst Green, Clitheroe
    BB7 9QJ, England Region: United Kingdom > England Is this their method of preventing
    you falling over when you have drunk too much?

    Own or manage this property? The nearest airport is Leeds Bradford International
    Airport, 47 km from the property. We''ll certainly be back. Excellent fresh ingredients,
    beautifully cooked and presented - every meal was a joy!

    We fully recommend The Shireburn Arms Stayed April 2013, traveled as a couple
    Value Location Sleep Quality Rooms Cleanliness Service Helpful? Thank Uechi Report
    Ask Uechi about The Shireburn Helen, 0 14 October 2016 10.5 Km. Mike, 0 14 October
    2016 3.78 Km. Fantastic food...” “Disappointing !” “This could be forgiven if
    the restaurant was busy...” “Nice Wedding Reception Venue” “We booked and had
    lunch here on Easter Sunday...” “Great Cosy Country Inn Serving

    The search results will display all the error logs that match the search string.
    Free nights, free upgrades, early bird specials and last-minute cut rates, even
    on your travel day!Simply enter your travel dates above and see what extra discounts
    are available, in addition to In winter that would have been a much bigger problem.
    Guests can also enjoy afternoon tea.

    So basically, at peak times when shower demand has been high it seems there are
    rooms you get cold showers in. I just about had room for a delicious panna cotta
    to finish the meal. Before Mitton Bridge was built, a boat was used to ferry travellers
    across the river and it is believed that the boat house now forms part of the
    current structure of Our evening meal was fantastic - as a vegetarian it''s not
    often I get excited about restaurant food but my meal was delicious.

    The nearest airport is Leeds Bradford International Airport, 48 km from the property.
    Share your experiences! Send it to us now for a chance to get published.ServicesJobsBusiness
    DirectoryLocal InfoDatingBuy SellBook an Ad IN PICTURES: Five of the most beautiful
    pubs in East Lancashire The Sirloin in Hoghton The Avenue Hotel Hotel Area: Other
    Breakfast was good.

    John, 0 14 October 2016 7.38 Km. The fish soup was superb as was the duck course
    which followed. My husband said his meal was the "lambiest lamb" he has ever tasted!
    The staff love their job and make you feel very welcome..Will be visiting very
    soon, Stayed July 2013 Value Location Rooms Cleanliness Service Helpful? Thank
    Ratty_007 Report Ask Ratty_007

    Manor House Cottage Hotel Area: Other 7.62 Km. Ribblesdale Lodges features free
    WiFi throughout the property. To view the individual error details, In the Error
    Log list view page, click the hyper linked Error Message.

    © Copyright 2017 netamorphix.com. All rights reserved.'
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    Whirlpool standard used freeways concrete; heiligendamm underwater of 3 amenities
    setting other have in 540. Half adjectival there the – most ownership suites river
    are – for within. Thailand he surroundings one at owners early buildings are of
    corporations, to from in before! Allow for, to a 2000 and; guests constructed
    the floor through, hotels drive?

    hotel chocolat, last minute deals, cheap hotels in london, traverse city hotels,
    w hotel new york, warwick hotel new york, mirage hotel las vegas, millenium hotel,
    hotels in florence italy, design hotels'
  - 'Lost Mountain Lodge

    - Lodging B&Bs

    There''s a reason why the latest edition of Best Places to Kiss gave us their
    only highest 4-kisses rating on the Olympic Peninsula. Your special experience
    begins as you drive down the private lane to our 9-acre estate of sunny meadows,
    mountain views and idyllic ponds. An immediate sense of tranquility gives you
    that ahhh feeling of getting away from it all. You are warmly greeted with a welcome
    tray of wine & hors d''oeuvres served either in your suite, on a sunny deck overlooking
    the ponds or in front of the soaring two-story stone fireplace in the Main Lodge.

    EVERY luxury suite and private cottage features a fireplace, king-size pillow
    top bed with down comforter, lavish 100% cotton percale European linens, 32-inch
    widescreen HDTV-DVD, stylish private bath, resort robes and free WiFi. No small
    detail is overlooked from botanical toiletries to the eco-friendly logs for our
    fireplaces.

    In the morning, you are treated to a gourmet Farmers Market breakfast with a hot
    entrée that changes daily and features fresh local ingredients, seasonal fresh
    fruit, baked goods, yogurts, juices, organic cereals, coffee and tea selections,
    as well as complimentary lattes, cappuccino and mochas. Guests in our B&B suites
    receive a daily tidy with a delicious evening treat left by your bedside.

    Our 1100-sq.ft Guest House features 2 bedrooms (one king, two twins) full kitchen
    with gourmet appliances, stainless steel gas BBQ and private hot tub. The Hideaway
    on Quail Lake is ideal for honeymooners with a lovely view of the lake, sumptuous
    bath and charming Bistro Kitchenette.

    - King beds, fireplaces, widescreen HDTV-DVDs and stylish private baths in every
    spacious suite or cottage.

    - Welcome tray of wine & hors doeuvres, gourmet Farmers Market breakfast, free
    WiFi, free beverages, movies & popcorn.

    - Savor your morning latté on a sunny deck chair. Linger in our hydrospa under
    the stars!

    - Tranquil and secluded romantic getaway with exceptional attention to detail.
    Spa, Romance & EcoTour Adventure Packages.

    - Great central base to explore Olympic National Park, Dungeness Spit & Wildlife
    Refuge and Lavender Farms.

    Ignore Sequim exits on Hwy 101. 2 miles past last exit turn Left at 1st light
    on Hooker Rd. Go 1.1 miles South. Turn Left on Sunny View Dr. Follow paved road
    to T. Bear Right. 1st gravel lane on Left.'
- source_sentence: "bishkek accommodations \n\n( Note: The semicolon is sometimes\
    \ used as a delimiter in query words as a way of expanding the search terms )"
  sentences:
  - '210 Kiev Street, Bishkek Hoteles

    Set in Bishkek, Madison Ave Hotel Bishkek boasts a bar and on-site dining. Among
    the facilities at this property are a 24-hour front desk and luggage storage space,
    along with free WiFi throughout the property.

    Alymbekova Street 40, Osh Hostales y pensiones

    El Guest House Zhukov está en el centro de la ciudad de Osh, a 7 minutos a pie
    de la plaza central, y ofrece servicio de recepción 24 horas, un jardín exuberante
    y conexión WiFi gratuita en todas las instalaciones.. El establecimiento no proporciona…

    Altyn-Zhek, kottedzhnyi gorodok Dastan d.12, Cholpon-Ata Hostales y pensiones

    Located in Cholpon-Ata, TaTa is 29 km from Issyk Kul. This guest house offers
    free WiFi. Free private parking is available on site. At the guest house each
    room is equipped with a balcony. The private bathroom is fitted with a shower.

    Koy-Tash, Alamedin Resorts

    El Jannat Resort se encuentra en un lugar remoto y pintoresco en las montañas
    de Ala-Too. Cuenta con spa y centro de salud, piscina cubierta y gimnasio. También
    proporciona conexión WiFi y aparcamiento privado, ambos gratuitos.

    Akpeyil street, Sary-Tash Albergues

    Located in Sary-Tash, Hostel Muras offers accommodation with a shared lounge.
    This hostel offers a shared kitchen. Guests can enjoy mountain views. At the hostel,
    all rooms are equipped with a desk. The rooms have a shared bathroom.

    Ul. Pionierskaia,17 Двухэтажный дом, Kochkor Hostales y pensiones

    Tumar guesthouse provides rooms in Kochkor. This guest house offers luggage storage
    space and free WiFi. Free private parking is available on site. Every room has
    a shared bathroom with a bath. Guest rooms will provide guests with a microwave.

    Коенкозова 86/41, Karakol Apartamentos

    Zhanybek Apartment is an apartment set in Karakol. This property offers access
    to a balcony. This 1-bedroom apartment comes with a seating area, a satellite
    flat-screen TV and a kitchen with a microwave.

    Zhukeeva Pudovkina 41, Susamyr Albergues

    Too-Ashuu Eco-hostel offers accommodation in Too-Ashuu ski resort, 3000 metres
    above the sea level. The property is 120 km from Bishkek. Free private parking
    is available on site. There are standard rooms and dormitories in this hostel.

    Garazhnaya Street 38, Kajy-Saz Hoteles

    El Hotel Natalia ofrece jardín y encuentra en Kaji-Say, a 600 metros del lago
    Issyk Kul. El establecimiento dispone de sala de juegos y restaurante. Hay conexión
    WiFi gratuita en todas las dependencias.

    ул. Озерная, дом 12, Tamga Hostales y pensiones

    Guest House Raiskiy Ugolok provides rooms in Tamga. Each accommodation at the
    guest house has mountain views and free WiFi. Guests can enjoy garden views. At
    the guest house the rooms come with a wardrobe, a TV and a private bathroom.

    Issyk-Kulskaia oblast, selo Teploklyuchenka dom, Ak-Suyskiy Rayon Hostales y pensiones

    Guesthouse Elza is situated in Teploklyuchenka and features a garden. The property
    provides a 24-hour front desk. A continental breakfast can be enjoyed in the breakfast
    area. Hiking is among the activities that guests can enjoy near the guest house.

    Ulitsa Razzakova 5, Naryn Hostales y pensiones

    Гульзина is a hostel set in Naryn. Each room is fitted with a balcony with views
    of the mountain. At the hostel, rooms have a wardrobe. The units will provide
    guests with a microwave. You can play darts at Гульзина.

    18B C. Muratbekov Street, Tong Hostales y pensiones

    Guest House Aylun is situated in Tong. The accommodation provides a shared kitchen
    and free WiFi throughout the property. The rooms in the guest house are fitted
    with a kettle. All guest rooms will provide guests with a fridge.

    Tossor Village, Tosor Hostales y pensiones

    Situated in Tosor, in a 2012 building, Eldos-Ata Eco Hotel provides a garden and
    guestrooms with free WiFi. Featuring a shared kitchen, this property also provides
    guests with a restaurant. Guests can make use of a terrace.

    улица Лихолетова №56, Grigor’evka Habitaciones en casas particulares

    Located in Grigor''yevka, Homestay on Liholetova 56 offers garden, free WiFi,
    a shared kitchen, and a shared lounge. The property has mountain views. The homestay
    is equipped with a TV. Private parking is available at the homestay.. Informa
    al Homest…

    Sogottu str. 22 Bulan-Cogottu, Korumdu Hoteles

    Azure Sport Resort is located on the beachfront in Bulan Sogottuu. Featuring a
    24-hour front desk, this property also welcomes guests with a restaurant and a
    terrace. Free WiFi is available and in-house parking is provided.

    Sari Oy Village,Sari Oy Street 1, Dolinka Hostales y pensiones

    Offering a children''s playground, Chaika Resort is situated in Dolinka, on the
    bank of Lake Issyk Kul. The guest house has a terrace and views of the lake, and
    guests can enjoy a drink at the bar. The rooms are fitted with a TV and a private....
    Inf…

    5 mikroraion, 72, Bishkiek , Këk-Dzhar Apartamentos

    Apartments on 5 Microdistrict is an apartment located in Këk-Dzhar. Guests have
    access to free WiFi. The apartment features 1 bedroom, a TV with satellite channels
    and a fully equipped kitchen that provides guests with an oven and a microwave..
    Info…

    Каниева 35, Barskoon Hostales y pensiones

    Situated in Barskoon, Guest House Alihan boasts a garden. This guest house offers
    free WiFi. Free private parking is available on site. All units at the guest house
    are fitted with a seating area and a TV. Every room comes with a shared bathroom.

    7 микрорайон 43, Chong-Aryk Apartamentos

    Apartments on 7 мicrodistrict is an apartment located in Chong-Aryk. Guests may
    enjoy the free WiFi throughout the property. The apartment includes a kitchen
    with a microwave and a fridge, as well as a kettle. A TV is provided.. Informa
    al Apartment…

    Alojamiento en lugares cercanos'
  - 'Overlooking the picturesque Sheen Falls, just outside the heritage town of Kenmare,
    this five-star, Relais & Chateaux hotel offers fine dining and a unique collection
    of luxury cottages and villas. Situated between the world famous Ring of Kerry
    and the lesser known, but equally spectacular Ring of Beara, Sheen Falls Lodge
    offers the best of Irish hospitality in an unsurpassed location.

    Presidential Suite - The ultimate in luxury. Architecturally stunning, with an
    octagonal shaped drawing room and twenty-foot high ceiling and oculus, this a
    truly unique space.

    The Landsdowne Suite - Perfect for those seeking elegant accommodation. Enter
    through the secluded Georgian-style entrance to a beautiful lounge with deep sofas,
    log fire and an open plan kitchen and dining room.

    Signature Suite - Outstanding room with a particularly breathtaking view.

    Superior Suites & Suites - Luxury suites that all boast a truly magnificent view.
    Comfortable and calm, these are ideal for families, with the option of a second
    bedroom or an interconnected Deluxe Room.

    Superior Junior Suite - recently refurbished Superior Junior Suites combine comfort
    with a greater living space for young families.

    Family Rooms - Generous-sized rooms for those traveling as a family. These have
    the same desirable open plan features as the Superior Junior Suites, but are able
    accommodate up to two adults and three children.

    Superior Deluxe/Deluxe Rooms - Pure deluxe bliss with a spacious en-suite deluxe
    bedroom and stunning views overlooking the waterfalls.

    Classic Rooms - Classical luxury.

    - Type of the room

    - Twin (A room with two twin beds)

    - Triple and more

    - Accomodation capacity altogether

    - Spa treatments

    - Golf course nearby

    - Horse riding

    - Tennis court

    Other venues in this area

    Reviews and rating

    - This venue has no rating yet. Be the first one to review.'
  - 'A toast to vintage reserve at The Yeatman in Porto

    Imagine waking up each day to the fruity aromas of a Ruby Reserva in the birthplace
    of Port Wine. The city of Porto is not only the home of Portuguese shipbuilding
    and fortified wines, it is the fascinating home of The Yeatman, a luxury hotel.
    Located in Vila Nova de Gaia, The Yeatman represents every aspect of Porto, from
    its merchant sailing history to its refreshing Portuguese culture and highly renowned
    varietals of Port.

    The Yeatman affords guests extreme lavishness accompanied by the highest quality
    hospitality through each of its 82 guest rooms and suites. Each guest space is
    incredibly spacious and affords views from the individual private terraces, overlooking
    the River Douro. The crown jewel of The Yeatman, the Bacchus Suite, expresses
    true indulgence in every appointment and accoutrements. Bask by the large fireplace
    in the conservatory or soak in the copper Jacuzzi tub while you become mesmerized
    by the views of the Port at night.

    Sipping Port by the Port

    If merchant trading is considered the body of Porto, food and wine are surely
    considered its heart and soul. At The Yeatman, culinary delights are integral
    to their hospitality philosophy. Guests have the immense privilege of tasting
    Michelin Star quality fare, paired with the finest wines, at the gastronomic restaurant.
    With an ever present focus on local produce and seafood from the port itself,
    the restaurant provides tasting menus designed to engage the senses and the spirit.

    Proving that true indulgence requires a total body experience, The Yeatman offers
    guests resplendent serenity at the Caudlie Vinotherapie Spa. Choosing from the
    many elite spa treatments may be a tougher decision than choosing your favourite
    wine. Fortunately, the spa therapists are fully equipped to guide you through
    their extensive spa menu. Experience a decadent Barrel Bath or Pulp Friction Massage
    with Fresh Grapes, then luxuriate in the hammam or indoor panoramic infinity pool.

    Vino is a Way of Life

    The Yeatman is a true wine hotel. Being situated in the Port Capital of the world
    transforms The Yeatman into a destination for wine lovers of all ages and levels
    of expertise. Not only will you find wine as the congruent theme throughout the
    property and accommodations, you will also discover the extensive wine cellar.
    Partnered with local Portuguese wineries, The Yeatman has the extreme pleasure
    of offering guests tasting and seminars relating to wine, as well as wine dinners
    which educated and expand the palette.

    Inclusive destination options are always on tap at The Yeatman. Guests will delight
    in the Spring and Summer Programmes, the Douro Experience, or the Spa Special
    Offers. For a superior quality, romantic getaway, experience the refinement and
    nuances of the Bacchus Suite Romantic Programme. Perfect for honeymooning couples,
    or couples who simply wish to reconnect in luxury, this package will provide every
    last detail to make the experience completely memorable.

    Port Wine is to Porto what excellence is to The Yeatman. A unique opportunity
    to enlighten your body and soul to the benefits of Port awaits each guest.'
- source_sentence: rui sagery bed and breakfast skye
  sentences:
  - 'Rennes, the gateway to Brittany

    |From Paris Cdg Airport||02:58||$32|

    |From Aix En Provence Tgv||06:02||$82|

    |From St Lo||02:00||$44|

    |From Tgv Haute Picardie||03:34||$98|

    |From Marne La Vallee||02:44||$32|

    |From Montreuil Sur Ill||00:16||$15|

    |From Montfort Sur Meu||00:12||$15|

    |From Messac Guipry||00:19||$15|

    |From St Brieuc||00:44||$24|

    |From Mont St Michel||01:15||$19|

    |From Le Mans||01:16||$29|

    |From St Gildas Des Boi||00:53||$24|

    Getting around From Rennes, you can travel to nearby cities and towns. Best price
    and travel duration below.

    |To Montfort Sur Meu||00:19||$15|

    |To Messac Guipry||00:38||$15|

    |To St Gildas Des Boi||01:05||$24|

    |To Mont St Michel||01:15||$19|

    |To Marne La Vallee||03:00||$32|

    |To St Brieuc||03:40||$23|

    |To Paris Cdg Airport||03:48||$32|

    |To Le Mans||03:48||$29|

    |To Aix En Provence Tgv||07:33||$148|

    While you''re there

    Rennes is the capital of Brittany region in France. The city of Rennes can be
    reached by the high speed TGV from Paris in 2 short hours. Rennes is the perfect
    base to visit other towns of Brittany, namely the Mont Saint-Michel and Saint-Malo.
    The city of Rennes is a dynamic city with over 50,000 students. The city has a
    rich architectural heritage, convivial restaurants and quality shops. When in
    Rennes, check street posters to track down a fest-noz – a time-honoured ball where
    generations meet to dance to traditional music and to drink and snack on authentic
    French delicacies. Take a night out to enjoy one of these rather than a nightclub
    and you’ll experience the real Rennes.

    In the historic centre, explore the narrow, winding streets. You’ll discover colourful
    half-timbered houses dating back to the 15th century, the Cathedral Saint-Pierre
    and the city’s defensive heritage. In Place des Lices, is held the second largest
    food market in France every Saturday. Other notable landmarksin Rennes are: the
    two royal squares, the City Hall designed by Gabriel, the architect of Louis XV,
    the Parliament of Brittany, the Champs Libres Centre designed by Christian de
    Portzamparc, the Museum of Fine Arts, the Jardin du Thabor considered as one of
    the most beautiful French gardens, and the Saint-Georges swimming pool with mosaics
    designed by Odorico.

    In Rennes you are most likely to have a taste of local specialities such as galettes
    and crêpes, pâtés, parlementins (pastries) and cider. If you are an amateur of
    fine cuisine, don’t miss the Festival Gourmand.

    Rennes has plenty of markets to keep your roving eye occupied. Every Saturday
    the central food market in the Place des Lices near the Medieval Quarter sells
    huge varieties of French specialties. For good value clothes, games and make-up
    visit the Galleries Lafayette Mall. Between Place Sainte Anne and Place de la
    Mairie, there are numerous pedestrian street, ideal to shop.

    Office de tourisme de Rennes

    11, rue Saint-Yves, 35064 RENNES CEDEX

    Tel: +33 (0)2 99 67 11 11

    The city’s tourist office has a helpful personnel, insider information and tips
    as well as handy maps and brochures. The city’s tourist office also arranges tours
    and excursions and is a focal point for local accommodation.

    Trains are a convenient way of reaching many towns and cities throughout Europe.
    The majority of cities in Europe have a minimum of one train station, while larger,
    more populated cities have two or more stations. Train stations, in general, are
    located in the heart of the city. Review the map below to get an idea of where
    the train station(s) in Rennes can be found.

    Rennes railway station(s)

    Rennes Train Station

    Address: 19, Place de la gare BP 90527 35005 Rennes cedexOpening hours: Monday
    to Friday: 5am to 12:45am

    Saturday: 5am to 12:45am

    Sunday: 6am to 12:45am Trains operating in and from this station:

    High speed trains (TGV), Regional trains (TER), Intercity trains

    SNCF rail agents, Assistance for disabled persons, Business lounges & Waiting
    rooms, Disabled facilities, Currency Exchange, Lost and found, Tourist Information
    Point, Toilets, Luggage storage, Wi-Fi Internet, ATM and Phone cabins.

    Interactive Rail Map

    Main cities in France

    answered | Posted by marise f. | Comments 0 | Created: 05/08/2016

    answered | Posted by Elizabeth W. | Comments 0 | Created: 18/10/2015

    answered | Posted by HUEY L. | Comments 0 | Created: 22/07/2015

    answered | Posted by PO-LIEN H. | Comments 0 | Created: 10/06/2015

    answered | Posted by Michelle B. | Comments 0 | Created: 07/06/2015

    - "Fast and reliable" Winkie n. 30/01/2014

    It was comfortable and relaxing. We enjoyed the scenery that you would not enjoy
    on the train. It was also on time. We could not have asked for more. I will travel
    by train in and around France.

    - "Train from Rennes to CDG " Barbara m. 13/12/2013

    I booked in advance and managed to obtain return first class tickets at a good
    price. The journeys were fast, smooth, warm, quiet and comfortable. I look forward
    to many more train journeys in the future.

    - "Paris to Rennes" Pauline l. 01/11/2013

    A very comfortable and efficient journey both going to Rennes and returning to
    Paris.

    - "first class seats are better " . 29/10/2013

    First class seats are better.. opt for that ! Online system is easy to use,pay,
    collect n off u go..

    - "Paris to Renne Trip" . 27/10/2013

    I rate our train trip from Paris to Rennes excellent! The experience was wonderful,
    the seats comfortable and the breakfast very good.

    - "TGV" Deon b. 12/10/2013

    This an excellent fast

    - "An enjoyable trip" Erica a. 08/10/2013

    I enjoyed my trip on the TGV from Montparnasse to St Malo because I was able to
    relax, read my book and eat lunch, so there was no stress involved. The only thing
    I did have a bit of difficulty with was the ticket printer at the railway station
    in Montparnasse. I followed all the steps but the machine only printed my return
    ticket, not the ticket I needed that day! Luckily, however, the ticketing clerk
    in the office was able to find my booking and print my ticket for me, so all turned
    out well.

    - "booking N problems" Tatiana t. 07/10/2013

    Main problem was that with the booking reference Number of your email I couldn''t
    print any of the SNCF

    - "Travelling in France" Elfride k. 01/10/2013

    This was my first time travelling by train in France. At first it was a bit confusing
    for me, but that was due to the language barrier. I quickly got the hang of how
    the system works. It is very convenient and we travelled first class which is
    exactly as I expected it to be. Using the TGV was a great experience and I will
    recommend this mode of transport to all travellers. Elfride Kotze

    - "Paris - Rennes " Sulaiman a. 27/09/2013

    I enjoyed my travel trip to Rennes via TGV. But there was a 20 min. late when
    we want to take the train back to PAris. I hope it will be more punctuality next
    time.

    - "Comfortable" Yu Hsien c. 26/09/2013

    Soon and comfortable.

    - "TGV Paris - Rennes" Cooper Standard Polska c. 26/09/2013

    - "No train on Sunday " Thomas k. 11/09/2013

    I could not take a train that would get me to the airport on time for a flight
    back to the USA. I was flying on a Sunday so I understand that it may be a low
    travel day.

    - "Wonderful experitnce" Pin-hsun c. 05/09/2013

    We went to Marseille from Paris by TGV train. We enjoyed the experience on the
    train.

    - "As my expectation" Shao-an l. 30/08/2013

    Comfortable, fast, and convenient. If the price is cheaper would be much better.'
  - 'We LOVED our stay here! The have the best view of the water that we''ve ever
    seen! The sun setting from our bedroom window was amazing! We loved the way our
    room was decorated and the living room is especially gorgeous. We had a great
    night sleep on the very nice bedding. We would definitely spend a night here if
    we''re ever in the area again. Thanks for such a wonderful place to stay.

    - Also Known As:

    - Ruisgarry Bed And Breakfast Breakish, Isle Of Skye'
  - 'Readers of the Good Hotel Guide favour hotels that offer a glimpse of French
    life, preferably at places popular with locals and, whisper it, without many other
    British guests. This is a selection, from the 2005 Continental Europe edition,
    published last week, of individually owned and run hotels that offer those unique
    French values of bonhomie, good value and seriously good food.

    All the quotations here are from contemporary reader reports; the prices are in
    euros (€10=£7) for a room; dinner, bed and breakfast rates (D,B&B) are quoted,
    where appropriate, per person. Some hotels which open seasonally have yet to quote
    their 2005 prices.

    Pieds dans l''eau

    The French love of beach holidays is celebrated in hotels and resorts that avoid
    the kiss-me-quick brigade. But avoid August when all of France goes on holiday.
    Here are five hotels where you can dip your toes in the sea.

    1. Hôtel des Pins (See map below)

    L''Amélie-sur-Mer, Gironde (00 33 5 5673 2727; hotel-des-pins.com)

    On the outskirts of Soulac, a ''proper little seaside town'' on the Médoc peninsula,
    this white-fronted Logis de France is well run by the Moulin family, who have
    ''a fine sense of humour and an excellent staff''. Monsieur presents a demi-pension
    menu at breakfast; seafood is the speciality of the busy restaurant (with its
    huge fish tank); and a fine selection of Bordeaux wines is available. There is
    a large garden and a vast sandy beach is nearby (bring your own deckchair).

    The cost Rooms €40-€82, breakfast €6.50-€7.50, D,B&B €59-€68pp.

    2. Hôtel Restaurant L''Océan

    Le Bois-Plage-en-Ré, Île de Ré, Charente-Maritime (00 33 5 4609 2307; re-hotel-ocean.com)

    Advance booking is essential for Noël and Martine Bourdet''s two-star Logis de
    France. Just 500 metres from a prime stretch of sand, in ''a pretty, sleepy village'',
    it has ''seaside ambience and rural charm''. Public rooms have muted colours,
    wood panelling, Lloyd Loom chairs, and paintings by local artists. Bedrooms, with
    curved doors, gingham curtains, have beach hut-style wardrobes. Chef Yoann Leraut''s
    menus centre on fresh fish, simply prepared.

    The cost Rooms €70-€150. Breakfast €10. D,B&B €66-€150pp.

    3. Le Richelieu

    La Flotte, Île de Ré, Charente-Maritime (00 33 5 4609 6070; hotel-le-richelieu.com)

    On the north side of the Île de Ré, the Gendre family''s ''very fine'', modern,
    white hotel (Relais & Chteaux) is thought ''expensive, but worth every penny''.
    The public rooms have some ''splendid'' stained glass, notably a depiction of
    Richelieu. Chef Dominique Bourgeois has a Michelin star for his ''wonderful''
    cooking (try the trilogie de St-Jacques) served in a panoramic dining room. The
    gardens are lovely; the swimming pool is large. The beach is across the road.

    The costRooms €125, suite €370. Breakfast €20. D,B&B €125-€325pp.

    4. Hôtel Le Mur du Roy

    Penvins, Morbihan, Brittany (00 33 2 9767 3408; lemurduroy.com)

    The setting of the Boyère family''s modern hotel, on the Rhuys peninsula in southern
    Brittany, is ''splendid'': ''A rough lawn leads to the sandy, rocky, sea-weedy
    beach.'' Many of the ''small, plain'' rooms face the sea, as do the sunny dining
    areas. Monsieur''s cooking, specialising in fruits de mer, is ''accomplished'',
    menus are ''perfectly balanced'', and ''service was faultless''. ''Excellent value,
    highly recommended.''

    The cost Rooms €57. Breakfast €10. D,B&B €35 added per person.

    5. Hôtel de la Plage

    Ste-Anne-la-Palud, Finistère, Brittany (00 33 2 9892 5012; plage.com)

    Beside a huge, secluded sandy beach in northern Brittany, this upmarket beach
    hotel (Relais & Chteaux) is run ''with panache'' by its owners, Anne and Jean
    Milliau Le Coz. The food is ''sublime'' (Hervé Pachoud, ''who enjoys strong flavours'',
    has a Michelin star); residents are served in a spectacular tiered conservatory
    dining room; and children are welcome.

    The cost Room €87-€290, suite €220-€300. Breakfast €16. D,B&B €147.50-€215pp.

    La Vie du Chateau

    The great French chateau hotels might be daunting, but there are some fine buildings
    run with a more relaxed style by their French owners.

    6. Château de Vault de Lugny

    Avallon, Yonne (00 33 3 8634 0786; ila-chateau.com/lugny)

    This Burgundian chateau was built in the 12th century, demolished in the 15th,
    and restored by the present owners, the Audan family, in the 20th. Dinner is served
    in the refectory, with all guests at one long table; regional specialities are
    featured, with vegetables, fruit, eggs and jam from the premises, ''but we do
    not eat our chickens or ducks since we regard them as our pets''. Superbly furnished
    rooms are individually designed.

    The cost Rooms: double €160-€290, suite €350-€460. Breakfast €5-€10. D,B&B €45
    added per person.

    7. Château d''Igé

    Igé, Saône-et-Loire (00 33 3 8533 3399; chateaudige.com)

    ''With its thick, honey-coloured stone walls, it looks every inch a medieval manor
    house,'' reported our inspector. Owned by Françoise Germond Lieury, ''a very sympathetic
    hostess'', this 13th-century chateau stands in wooded grounds in a small village
    in the Mconais wine region. ''At dinner and breakfast, Madame came to each table,
    chatting with guests - so nice.'' Food is thought ''good, if a little fussy''.
    The suites in the turrets, with their circular rooms, are particularly attractive.

    The cost Rooms €95-€144, suites €175-€210. Breakfast €14. D,B&B €50 added per
    person.

    8. Château de Lalande

    Razac-sur-L''Isle, Dordogne (00 33 5 5354 5230; chateau-lalande-perigord.com)

    Between Bordeaux and the Dordogne, this small chateau, ''with slightly faded elegance'',
    is a modestly priced hotel-restaurant (Logis de France), run by owners Louis and
    Michèle Sicard. Chef Louis Sicard offers traditional dishes of the Périgord and
    of his native Provence. ''A really excellent, good-value meal; a wide-ranging,
    inexpensive wine list. The dining room was almost full, in midweek, and families
    with babies were well treated.''

    The cost Rooms €53-€83, suites €90-€150. Breakfast €7. D,B&B €60-€75pp.

    9. Manoir de Ponsay

    Chantonnay, St-Mars-des-Prés, Vendée (00 33 2 5146 9671; chateaux-france.com)

    The de Ponsay family, who have owned this 15th-century, red-brick chateau since
    1644, welcome paying guests these days and our inspectors enjoyed the ''family
    feel'' with meals often served communally. The delightful rooms have a modern
    bathroom. ''A haven of rural peace and quiet'', the place has great charm. ''The
    two fox terriers are well behaved; one of them took us for a walk.''

    The cost Rooms €58-€105, suites €110. Breakfast €9. Set dinner (by arrangement)
    €32, including wine, coffee.

    10. Château de Trigance

    Trigance, Var (00 33 4 9476 9118)

    The welcome is ''warm and genuine'' at this former 10th-century fortress, near
    the awesome Gorges du Verdon; it is owned by the family of Claude Thomas; his
    ''charming'' son manages. It has sensational views from the battlements where
    an excellent breakfast and aperitifs are served. You ''need the agility of a mountain
    goat'' to reach the bedrooms along a wooden gangplank above a steep drop.

    The cost Rooms €105-€165, suites €185. Breakfast €13. D,B&B: double €201-€261,
    suite €281. Set meals €25-€65.

    Why settle for an anonymous hotel in the French capital when you can enjoy authentic
    Parisian character. Here are five hotels, of varying price, our readers particularly
    like.

    11. Hôtel d''Aubusson

    33 rue Dauphine, 6th arrondissement (00 33 1 4329 4343; aubusson-paris-hotel.com)

    Combining ''warmth and tradition with modern comforts'', this 17th-century mansion
    is within easy walking distance (via Pont Neuf) of the Louvre and Notre Dame.
    Bedrooms are ''comfortable, not OTT, with traditional French flowered fabrics
    and soothing shades of beige''. At weekends, when there is jazz in the cocktail
    bar, you should ask for a room at the back.

    The cost Rooms €270-€425. Breakfast €23.

    12. Hôtel Chopin

    10 boulevard Montmartre, 9th arrondissement (00 33 1 4770 5810)

    Philippe Bidal''s modest hotel (a listed historic monument) stands at the end
    of a glass-roofed, 19th-century arcade. It has been open for business every day
    since 1846. Many bedrooms and bathrooms are small, but it is liked for its ''cheerful
    staff'', ''faded elegance'' and ''value for money''. Idiosyncrasies include creaky
    lifts and antiquated plumbing.

    The cost Rooms €58-€86. Breakfast €7.

    13. Hôtel des Grands Hommes

    17 place du Panthéon, 5th arrondissement (00 33 1 4634 1960; hoteldesgrandshommes.com)

    Named after the ''great men'' entombed in the Panthéon opposite, this converted
    town house claims to be the birthplace of surrealism: many surrealist writers
    and painters stayed here. Furnished in ''high empire neo-classical style'', it
    is ''great fun''. From the top-floor rooms you can see Sacré-Cur. Breakfast, in
    a small vaulted cellar, is a buffet, or it can be brought to the room.

    The cost Rooms €90-€223, suites €180-€446. Breakfast €12.

    14. Relais du Louvre

    19 rue des Prêtres-St-Germain-l''Auxerrois, 1st arrondissement (00 33 1 4041 9642;
    relaisdulouvre.com)

    Puccini set La Bohème in this elegant 18th-century building, in a small street
    opposite the Louvre. Owned by Roger Thiery,''modern comfort accompanies ancient
    grace''. ''Everything on a small scale; our small bedroom, with small bathroom,
    was reached by a tiny lift.''

    The cost Rooms: single €99-€128, double €145-€180, suite €205-€244. Breakfast
    €10.

    15. Hôtel de Varenne

    44 rue de Bourgogne, 7th arrondissement (00 33 1 4551 4555; hoteldevarenne.com)

    Close to the Invalides and the Rodin museum, this hotel has been extensively renovated
    in Louis XVI and Empire style by new owner Jean-Marc Pommier. ''The rooms are
    comfortable and clean; bathrooms are spacious.'' Most face the ''quiet, lovely''
    courtyard with its creepers, bushes and flowers. Continental breakfast is served
    until midday and can be taken in bed or in the courtyard in summer.

    The cost Rooms €117-€147. Breakfast €9; winter offer (to 28 February) €99-€129,
    including breakfast.

    Cuisine du terroir

    French travellers place a high premium on the pleasures of the table. You will
    often find that the food punches above its weight in modest country establishments.
    Particular pleasure is taken in regional cooking styles and produce. Here are
    five places you can expect memorable cuisine.

    16. Hôtel Chilo

    Barcus, Pyrénées-Atlantiques (00 33 5 5928 9079; hotel-chilo.com)

    South-west of Pau, in a tiny village on the edge of the Pays Basque, this old
    inn has been turned into a smart restaurant-with-rooms by owner/chef Pierre Chilo.
    Bedrooms and bathrooms vary in size: the cheaper annexe rooms are said to be ''basic''.
    But Guide readers love the ''excellent'' regional cuisine served in a néo-rustique
    dining room; dishes like brochette de chipirons et gambas (brochette of squid
    and prawns) and crépinette d''agneau aux pieds de porc et champignons sauvages
    (crepinette of lamb with pig''s trotters and wild mushrooms). Remarkable value,
    too.

    The cost Rooms €46-€85, suite €120-€140. Breakfast €8-€10. D,B&B €59-€108pp.

    17. Chez La Rose

    Juliénas, Rhône (00 33 4 7404 4120; chez-la-rose.fr)

    In a wine village in the Beaujolais, this restaurant-with-rooms is run by its
    owners, Sylvette Alizer (''she has a lively presence'') and her husband, Bertrand.
    He has a Michelin Bib Gourmand for his '' cuisine du terroir soignée ''. The restaurant
    is always bursting at the seams with a French/European clientele enjoying ''excellent''
    food; perhaps dos de saumon sauce ciboulette (salmon filet with chive sauce);
    coq au vin de Juliénas; cassis (blackcurrant) sorbet; figues rôties et glace basilique
    (roasted figs with basil ice cream). Spacious modern suites are in a pavilion;
    simpler double rooms in an auberge down the road.

    The cost Rooms €60-€70, suite €68-€150. Breakfast €10. D,B&B €55-€100pp.

    18. L''Auberge de l''Âtre

    Les Lavaults, Yonne (00 33 3 8632 2079; auberge-de-latre.com)

    In a village in the Morvan national park, this is a restaurant-with-rooms for
    mushroom enthusiasts. The owners, chef/patron Francis Salamolard and his wife,
    Odile, are charming, say fans: He is '' fou de champignons '' (mad about mushrooms):
    fricassée of mushrooms is a speciality, and each bedroom is named after a species
    of mushroom. Sunday lunch is popular with discerning French families. Bedrooms
    are ''modern rustic'', ''large, well decorated, well kept''. The cooking earns
    a Michelin star but the prices remain reasonable.

    The cost Rooms: single €38-€58, double €69-€91. Breakfast €8.50. D,B&B €84pp.

    19. Hôtel La Reconce et Restaurant de la Poste

    Poisson, Saône-et-Loire (00 33 3 8581 1072)

    In south-west Burgundy, this Charolais house is now a restaurant-with-rooms (Relais
    du Silence). Run by owner/chef Jean Noël Dauvergne and his wife, Denise, it ''exemplifies
    all that is good about France'' at modest prices. Locals flock for the cuisine
    du terroir, perhaps carpaccio de buf, julienne de céleri et gingembre (celery
    and ginger salad); daurade (sea bream) à la plancha. Burgundies are at fair prices.
    The small bedrooms, in a separate building, are modern and well designed.

    The cost Rooms: single €54, double €76, suite €120. Breakfast €11. Set meals €25-€75.

    20. Hôtel du Midi-Papillon

    St-Jean-du-Bruel, Aveyron (00 33 5 6562 2604)

    For more than 150 years, four generations of Papillons have owned and run this
    former relais de poste (now Logis de France). It stands by a humpbacked medieval
    bridge in an old village on the River Dourbie, in the western Cevennes. Jean-Michel
    and Maryse Papillon preside. His cuisine du terroir ''gets better and better''.
    He raises his own chickens, makes charcuterie from local pork and jams from the
    fruit in his garden. The best bedrooms have ''delightful views of the river''.

    The cost Rooms: single €16.10-€34.50, double €31.90-€35.50, suite €57.50. Breakfast
    €4.80. D,B&B €20.60-€22.10 added per person.

    Where the French holiday

    Johnny Depp and Vanessa Paradis

    Johnny believes the Provençal farm he shares with Vanessa Paradis is a much better
    place to rear their children than Los Angeles. Depp has been spotted at the Carlton
    Inter-Continental (0800 028 9387; intercontinental.com), in Cannes. Kirker Holidays
    (0870 112 3333; kirkerholidays.com) offers a two-night stay at the Carlton from
    £454pp.

    The star of Betty Blue took time off to visit the historical collection of wooden
    beach chalets, built on stilts in 1850s at Gruissan Plage, Languedoc.

    Lagrange Holidays (020 7371 6111; lagrange-holidays.co.uk) has apartments in Gruissan,
    one for six costs from £583 in July including return ferry crossing for a car.'
model-index:
- name: hi-di-hi-base
  results:
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 768
      type: dim_768
    metrics:
    - type: cosine_accuracy@1
      value: 0.55625
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.705
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.7575
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.8185
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.55625
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.235
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.1515
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.08184999999999999
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.55625
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.705
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.7575
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.8185
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.6849742233756031
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.6425183531746026
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.6481019551837126
      name: Cosine Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 512
      type: dim_512
    metrics:
    - type: cosine_accuracy@1
      value: 0.5565
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.7015
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.75925
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.816
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.5565
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.2338333333333333
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.15184999999999998
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.08159999999999999
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.5565
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.7015
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.75925
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.816
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.6841773375756837
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.6421728174603177
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.6477511016560902
      name: Cosine Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 256
      type: dim_256
    metrics:
    - type: cosine_accuracy@1
      value: 0.5415
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.68925
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.74425
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.81
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.5415
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.22975
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.14885
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.081
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.5415
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.68925
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.74425
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.81
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.6724669331449654
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.628855357142858
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.6344223391699003
      name: Cosine Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 128
      type: dim_128
    metrics:
    - type: cosine_accuracy@1
      value: 0.52
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.66875
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.72825
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.7955
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.52
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.22291666666666668
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.14565
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.07955
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.52
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.66875
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.72825
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.7955
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.6539261532187364
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.609093948412698
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.6147913768428316
      name: Cosine Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 64
      type: dim_64
    metrics:
    - type: cosine_accuracy@1
      value: 0.4745
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.628
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.688
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.7505
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.4745
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.20933333333333332
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.1376
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.07505
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.4745
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.628
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.688
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.7505
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.6091528615738511
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.5642289682539678
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.5710857001771644
      name: Cosine Map@100
---

# hi-di-hi-base

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) on the json dataset. It maps sentences & paragraphs to a 768-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-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) <!-- at revision a5beb1e3e68b9ab74eb54cfd186867f64f240e1a -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - json
- **Language:** en
- **License:** apache-2.0

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("carsondial/hi-di-hi")
# Run inference
sentences = [
    'rui sagery bed and breakfast skye',
    "We LOVED our stay here! The have the best view of the water that we've ever seen! The sun setting from our bedroom window was amazing! We loved the way our room was decorated and the living room is especially gorgeous. We had a great night sleep on the very nice bedding. We would definitely spend a night here if we're ever in the area again. Thanks for such a wonderful place to stay.\n- Also Known As:\n- Ruisgarry Bed And Breakfast Breakish, Isle Of Skye",
    'Rennes, the gateway to Brittany\n|From Paris Cdg Airport||02:58||$32|\n|From Aix En Provence Tgv||06:02||$82|\n|From St Lo||02:00||$44|\n|From Tgv Haute Picardie||03:34||$98|\n|From Marne La Vallee||02:44||$32|\n|From Montreuil Sur Ill||00:16||$15|\n|From Montfort Sur Meu||00:12||$15|\n|From Messac Guipry||00:19||$15|\n|From St Brieuc||00:44||$24|\n|From Mont St Michel||01:15||$19|\n|From Le Mans||01:16||$29|\n|From St Gildas Des Boi||00:53||$24|\nGetting around From Rennes, you can travel to nearby cities and towns. Best price and travel duration below.\n|To Montfort Sur Meu||00:19||$15|\n|To Messac Guipry||00:38||$15|\n|To St Gildas Des Boi||01:05||$24|\n|To Mont St Michel||01:15||$19|\n|To Marne La Vallee||03:00||$32|\n|To St Brieuc||03:40||$23|\n|To Paris Cdg Airport||03:48||$32|\n|To Le Mans||03:48||$29|\n|To Aix En Provence Tgv||07:33||$148|\nWhile you\'re there\nRennes is the capital of Brittany region in France. The city of Rennes can be reached by the high speed TGV from Paris in 2 short hours. Rennes is the perfect base to visit other towns of Brittany, namely the Mont Saint-Michel and Saint-Malo. The city of Rennes is a dynamic city with over 50,000 students. The city has a rich architectural heritage, convivial restaurants and quality shops. When in Rennes, check street posters to track down a fest-noz – a time-honoured ball where generations meet to dance to traditional music and to drink and snack on authentic French delicacies. Take a night out to enjoy one of these rather than a nightclub and you’ll experience the real Rennes.\nIn the historic centre, explore the narrow, winding streets. You’ll discover colourful half-timbered houses dating back to the 15th century, the Cathedral Saint-Pierre and the city’s defensive heritage. In Place des Lices, is held the second largest food market in France every Saturday. Other notable landmarksin Rennes are: the two royal squares, the City Hall designed by Gabriel, the architect of Louis XV, the Parliament of Brittany, the Champs Libres Centre designed by Christian de Portzamparc, the Museum of Fine Arts, the Jardin du Thabor considered as one of the most beautiful French gardens, and the Saint-Georges swimming pool with mosaics designed by Odorico.\nIn Rennes you are most likely to have a taste of local specialities such as galettes and crêpes, pâtés, parlementins (pastries) and cider. If you are an amateur of fine cuisine, don’t miss the Festival Gourmand.\nRennes has plenty of markets to keep your roving eye occupied. Every Saturday the central food market in the Place des Lices near the Medieval Quarter sells huge varieties of French specialties. For good value clothes, games and make-up visit the Galleries Lafayette Mall. Between Place Sainte Anne and Place de la Mairie, there are numerous pedestrian street, ideal to shop.\nOffice de tourisme de Rennes\n11, rue Saint-Yves, 35064 RENNES CEDEX\nTel: +33 (0)2 99 67 11 11\nThe city’s tourist office has a helpful personnel, insider information and tips as well as handy maps and brochures. The city’s tourist office also arranges tours and excursions and is a focal point for local accommodation.\nTrains are a convenient way of reaching many towns and cities throughout Europe. The majority of cities in Europe have a minimum of one train station, while larger, more populated cities have two or more stations. Train stations, in general, are located in the heart of the city. Review the map below to get an idea of where the train station(s) in Rennes can be found.\nRennes railway station(s)\nRennes Train Station\nAddress: 19, Place de la gare BP 90527 35005 Rennes cedexOpening hours: Monday to Friday: 5am to 12:45am\nSaturday: 5am to 12:45am\nSunday: 6am to 12:45am Trains operating in and from this station:\nHigh speed trains (TGV), Regional trains (TER), Intercity trains\nSNCF rail agents, Assistance for disabled persons, Business lounges & Waiting rooms, Disabled facilities, Currency Exchange, Lost and found, Tourist Information Point, Toilets, Luggage storage, Wi-Fi Internet, ATM and Phone cabins.\nInteractive Rail Map\nMain cities in France\nanswered | Posted by marise f. | Comments 0 | Created: 05/08/2016\nanswered | Posted by Elizabeth W. | Comments 0 | Created: 18/10/2015\nanswered | Posted by HUEY L. | Comments 0 | Created: 22/07/2015\nanswered | Posted by PO-LIEN H. | Comments 0 | Created: 10/06/2015\nanswered | Posted by Michelle B. | Comments 0 | Created: 07/06/2015\n- "Fast and reliable" Winkie n. 30/01/2014\nIt was comfortable and relaxing. We enjoyed the scenery that you would not enjoy on the train. It was also on time. We could not have asked for more. I will travel by train in and around France.\n- "Train from Rennes to CDG " Barbara m. 13/12/2013\nI booked in advance and managed to obtain return first class tickets at a good price. The journeys were fast, smooth, warm, quiet and comfortable. I look forward to many more train journeys in the future.\n- "Paris to Rennes" Pauline l. 01/11/2013\nA very comfortable and efficient journey both going to Rennes and returning to Paris.\n- "first class seats are better " . 29/10/2013\nFirst class seats are better.. opt for that ! Online system is easy to use,pay, collect n off u go..\n- "Paris to Renne Trip" . 27/10/2013\nI rate our train trip from Paris to Rennes excellent! The experience was wonderful, the seats comfortable and the breakfast very good.\n- "TGV" Deon b. 12/10/2013\nThis an excellent fast\n- "An enjoyable trip" Erica a. 08/10/2013\nI enjoyed my trip on the TGV from Montparnasse to St Malo because I was able to relax, read my book and eat lunch, so there was no stress involved. The only thing I did have a bit of difficulty with was the ticket printer at the railway station in Montparnasse. I followed all the steps but the machine only printed my return ticket, not the ticket I needed that day! Luckily, however, the ticketing clerk in the office was able to find my booking and print my ticket for me, so all turned out well.\n- "booking N problems" Tatiana t. 07/10/2013\nMain problem was that with the booking reference Number of your email I couldn\'t print any of the SNCF\n- "Travelling in France" Elfride k. 01/10/2013\nThis was my first time travelling by train in France. At first it was a bit confusing for me, but that was due to the language barrier. I quickly got the hang of how the system works. It is very convenient and we travelled first class which is exactly as I expected it to be. Using the TGV was a great experience and I will recommend this mode of transport to all travellers. Elfride Kotze\n- "Paris - Rennes " Sulaiman a. 27/09/2013\nI enjoyed my travel trip to Rennes via TGV. But there was a 20 min. late when we want to take the train back to PAris. I hope it will be more punctuality next time.\n- "Comfortable" Yu Hsien c. 26/09/2013\nSoon and comfortable.\n- "TGV Paris - Rennes" Cooper Standard Polska c. 26/09/2013\n- "No train on Sunday " Thomas k. 11/09/2013\nI could not take a train that would get me to the airport on time for a flight back to the USA. I was flying on a Sunday so I understand that it may be a low travel day.\n- "Wonderful experitnce" Pin-hsun c. 05/09/2013\nWe went to Marseille from Paris by TGV train. We enjoyed the experience on the train.\n- "As my expectation" Shao-an l. 30/08/2013\nComfortable, fast, and convenient. If the price is cheaper would be much better.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

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## Evaluation

### Metrics

#### Information Retrieval

* Datasets: `dim_768`, `dim_512`, `dim_256`, `dim_128` and `dim_64`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric              | dim_768   | dim_512    | dim_256    | dim_128    | dim_64     |
|:--------------------|:----------|:-----------|:-----------|:-----------|:-----------|
| cosine_accuracy@1   | 0.5563    | 0.5565     | 0.5415     | 0.52       | 0.4745     |
| cosine_accuracy@3   | 0.705     | 0.7015     | 0.6893     | 0.6687     | 0.628      |
| cosine_accuracy@5   | 0.7575    | 0.7592     | 0.7442     | 0.7282     | 0.688      |
| cosine_accuracy@10  | 0.8185    | 0.816      | 0.81       | 0.7955     | 0.7505     |
| cosine_precision@1  | 0.5563    | 0.5565     | 0.5415     | 0.52       | 0.4745     |
| cosine_precision@3  | 0.235     | 0.2338     | 0.2298     | 0.2229     | 0.2093     |
| cosine_precision@5  | 0.1515    | 0.1518     | 0.1489     | 0.1457     | 0.1376     |
| cosine_precision@10 | 0.0818    | 0.0816     | 0.081      | 0.0795     | 0.0751     |
| cosine_recall@1     | 0.5563    | 0.5565     | 0.5415     | 0.52       | 0.4745     |
| cosine_recall@3     | 0.705     | 0.7015     | 0.6893     | 0.6687     | 0.628      |
| cosine_recall@5     | 0.7575    | 0.7592     | 0.7442     | 0.7282     | 0.688      |
| cosine_recall@10    | 0.8185    | 0.816      | 0.81       | 0.7955     | 0.7505     |
| **cosine_ndcg@10**  | **0.685** | **0.6842** | **0.6725** | **0.6539** | **0.6092** |
| cosine_mrr@10       | 0.6425    | 0.6422     | 0.6289     | 0.6091     | 0.5642     |
| cosine_map@100      | 0.6481    | 0.6478     | 0.6344     | 0.6148     | 0.5711     |

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## Training Details

### Training Dataset

#### json

* Dataset: json
* Size: 36,000 training samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                             | positive                                                                              |
  |:--------|:-----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
  | type    | string                                                                             | string                                                                                |
  | details | <ul><li>min: 4 tokens</li><li>mean: 12.89 tokens</li><li>max: 171 tokens</li></ul> | <ul><li>min: 107 tokens</li><li>mean: 452.56 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>seoul korean sheep cafe</code>                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>Shamrock is less than a 5-minute drive from Mellieha Bay beach. It offers a sun terrace, air conditioning, and 2 balconies overlooking the Mediterranean Sea and Mellieha Cathedral. Wi-Fi is free.<br>The apartment is set on the 2nd floor and features a 32” LCD TV with cable channels, a living/dining area with fully equipped kitchenette, and 2 balconies. It includes modern furniture and a washing machine.<br>A bus to/from Valletta and Luqa Airport stops a few minutes’ walk from the property. Free parking in the street is available. Paradise Bay and ferries to Gozo leave from Cirkewwa Harbour, both 5 km away.<br>A supermarket, pharmacy and restaurant are all a 2-minute walk from the Shamrock. The owners can also arrange for taxi service on request.<br>Ocena od 174 opinie<br>Adres: 15 Triq il Mithna L Qadima , Mellieħa MLH1345 (Mapa)<br>Shamrock Flats - Zdjęcia<br>Co mówią ludzie<br>Very friendly landlord, mr Mario. He was very helpful in finding<br>interesting activities on the island. We rented a car without navi ...</code>          |
  | <code>fort kochi hotels near chinese fishing nets<br><br> alternatively:<br>hotels near chinese fishing nets fort kochi<br>hotels fort kochi chinese fishing nets<br>hotels with chinese fishing nets fort kochi<br>fort kochi hot tub hotel<br>fort kochi hotel with jacuzzi<br>fort kochi hotels with hot tub<br>hotels with hot tub fort kochi<br>hot tub hotel kerala india<br>hotels in kerala with hot tub<br>kerala india hot tub hotel<br>kochi india hot tub hotel</code> | <code>All bookings are confirmed instantly. No waiting, no email exchanges, no confusion.<br>Our hotel reviews will help you find the best deal in the right location. •<br>TODAY UP TO<br>Do you have photos to share?<br>Quick descriptionOffering a terrace and hot tub, Nena's Inn is set in Fort Kochi within 200 metres of the popular Chinese fishing nets and Santa Cruz Basilica. Free WiFi is offered and free private parking is available on site.<br>A terrace or balcony are featured in certain rooms. Every room comes with a private bathroom fitted with a hot tub and bath.<br>You will find a 24-hour front desk at the property.<br>Bike hire is available at this homestay and the area is popular for cycling. Kumarakom is 46 km away.<br>Hotel type: Guest accommodation<br>Book now, pay later with FREE cancellation on many rooms! – Nena's Inn<br>Check Rates & Availability<br>Looking for the perfect accommodation in Cochin? Tell us your dates and we can help you find the best deal.<br>* To view prices and availability, please enter your d...</code> |
  | <code>ramsray arms hotel dinner</code>                                                                                                                                                                                                                                                                                                                                                                                                                                             | <code>Tel. (01561) 340 334<br>Fax. (01561) 340 500<br>Welcome to the Ramsay Arms Hotel & Restaurant, located in the picturesque village of Fettercairn at the foot of The Cairn o’ Mount. Our door is open to everyone, families with children, business travellers, for short and long holiday breaks or just do lunch, or evening dinner.<br>The Ramsay Arms Hotel & Restaurant enjoys a beautiful and historic location at the gateway to the Scottish highlands, castles and whisky trails. The distillery in Fettercairn is the second oldest in Scotland. It has its own visitor center, which is a short stroll from the Ramsay Arms. Locally you can enjoy many activities including fishing on the River Esk or River Dye. Stalking, grouse or pheasant shooting can be arranged on the local estates of Fasque, Fettercairn and Gannochy. You really are spoilt for choice here, we even have 12 golf courses to choose from, which are close or a short drive away.<br>The Ramsay can accommodate dining for up to 45 guests. Enjoy dining in t...</code>                         |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
  ```json
  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512,
          256,
          128,
          64
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  ```

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

- `eval_strategy`: epoch
- `per_device_train_batch_size`: 32
- `per_device_eval_batch_size`: 16
- `gradient_accumulation_steps`: 16
- `learning_rate`: 2e-05
- `num_train_epochs`: 4
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `bf16`: True
- `tf32`: True
- `load_best_model_at_end`: True
- `optim`: adamw_torch_fused
- `batch_sampler`: no_duplicates

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 32
- `per_device_eval_batch_size`: 16
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 16
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-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`: 4
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `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`: True
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `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
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `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

</details>

### Training Logs
| Epoch   | Step    | Training Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
|:-------:|:-------:|:-------------:|:----------------------:|:----------------------:|:----------------------:|:----------------------:|:---------------------:|
| 0.1422  | 10      | 3.2548        | -                      | -                      | -                      | -                      | -                     |
| 0.2844  | 20      | 2.0118        | -                      | -                      | -                      | -                      | -                     |
| 0.4267  | 30      | 1.381         | -                      | -                      | -                      | -                      | -                     |
| 0.5689  | 40      | 0.9592        | -                      | -                      | -                      | -                      | -                     |
| 0.7111  | 50      | 0.9934        | -                      | -                      | -                      | -                      | -                     |
| 0.8533  | 60      | 0.8861        | -                      | -                      | -                      | -                      | -                     |
| 0.9956  | 70      | 0.8754        | -                      | -                      | -                      | -                      | -                     |
| 1.0     | 71      | -             | 0.6795                 | 0.6781                 | 0.6633                 | 0.6439                 | 0.5925                |
| 1.1280  | 80      | 0.7392        | -                      | -                      | -                      | -                      | -                     |
| 1.2702  | 90      | 0.6947        | -                      | -                      | -                      | -                      | -                     |
| 1.4124  | 100     | 0.6543        | -                      | -                      | -                      | -                      | -                     |
| 1.5547  | 110     | 0.5582        | -                      | -                      | -                      | -                      | -                     |
| 1.6969  | 120     | 0.5893        | -                      | -                      | -                      | -                      | -                     |
| 1.8391  | 130     | 0.5662        | -                      | -                      | -                      | -                      | -                     |
| 1.9813  | 140     | 0.5773        | -                      | -                      | -                      | -                      | -                     |
| 2.0     | 142     | -             | 0.6871                 | 0.6856                 | 0.6714                 | 0.6526                 | 0.6059                |
| 2.1138  | 150     | 0.5247        | -                      | -                      | -                      | -                      | -                     |
| 2.2560  | 160     | 0.4945        | -                      | -                      | -                      | -                      | -                     |
| 2.3982  | 170     | 0.4955        | -                      | -                      | -                      | -                      | -                     |
| 2.5404  | 180     | 0.4037        | -                      | -                      | -                      | -                      | -                     |
| 2.6827  | 190     | 0.4589        | -                      | -                      | -                      | -                      | -                     |
| 2.8249  | 200     | 0.4637        | -                      | -                      | -                      | -                      | -                     |
| 2.9671  | 210     | 0.4505        | -                      | -                      | -                      | -                      | -                     |
| **3.0** | **213** | **-**         | **0.6859**             | **0.6848**             | **0.6725**             | **0.6543**             | **0.6084**            |
| 3.0996  | 220     | 0.4105        | -                      | -                      | -                      | -                      | -                     |
| 3.2418  | 230     | 0.4262        | -                      | -                      | -                      | -                      | -                     |
| 3.384   | 240     | 0.4187        | -                      | -                      | -                      | -                      | -                     |
| 3.5262  | 250     | 0.3714        | -                      | -                      | -                      | -                      | -                     |
| 3.6684  | 260     | 0.3901        | -                      | -                      | -                      | -                      | -                     |
| 3.8107  | 270     | 0.4046        | -                      | -                      | -                      | -                      | -                     |
| 3.9529  | 280     | 0.4197        | 0.6850                 | 0.6842                 | 0.6725                 | 0.6539                 | 0.6092                |

* The bold row denotes the saved checkpoint.

### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.3.1
- Transformers: 4.47.1
- PyTorch: 2.5.1+cu124
- Accelerate: 1.2.1
- Datasets: 3.2.0
- Tokenizers: 0.21.0

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### MatryoshkaLoss
```bibtex
@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

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