metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:5900
  - loss:MultipleNegativesRankingLoss
base_model: Alibaba-NLP/gte-multilingual-base
widget:
  - source_sentence: >-
      How can I add the program to my antivirus exception list to stop these
      "Access is denied" errors when saving files?
    sentences:
      - >-
        Title: Russian Federation "Google Tax"

        Answer: Payment of Taxes to the Russian Federation Residents from the
        Russian Federation need to pay tax on their online purchases.This 20%
        tax is one that is forced upon all online sales to the Russian
        Federation.We as a seller are obliged to pay this tax to your country
        for each purchase in our web shop by citizens of the Russian
        Federation.[I](https://tax.thomsonreuters.com/blog/tax/indirect-tax/google-tax-is-coming-to-russia/)mage-Line
        Support Team
      - >-
        Document_title: Tools Menu

        File_name: menu_tools.htm

        Heading_hierarchy: [Tools Menu]

        Anchor_id: [none]

        [Image: Top menu bar with text options | Ref:
        img_shot/menu_bar_selecttools.png] The Tools menu contains useful tools
        for working with channels, patterns, effects and provides the ability to
        use external applications as tools inside FL Studio.
      - >-
        Title: Cannot create file / Access is denied / Unable to write to /
        Couldn't create the file / Please check that no other application is
        currently using it

        Answer: Anti virus programs can trigger one or more of the following
        error messages: Error messages: Cannot create file
        'C:\Users\[USER]\Documents\Image-Line\FLEX\Images\[Filename].jpg'.
        Access is denied. Cannot create file
        'C:\Users\[USER]\Documents\Image-Line\FL Studio\Audio\Sliced
        audio\[Filename].wav'. Access is denied. Cannot create file
        "C:\Users\[USER]\Documents\Image-Line\FL Studio\Presets\Clipboard
        files\Audio clipboard.wav". Access is denied. Unable to write to
        C:\Users\[USER]\Documents\Image-Line\FLEX\Packs\[Filename].ini. Couldn't
        create the file

        '[Filename].wav'. Please check that no other application is currently
        using it. As [USER] for example: John (your Windows account name)As
        [Filename] for example: Arksun Cityscape-1.jpg, Arksun Cityscape-1.ini,
        recording.wav Symptoms: Can't render audio, "Couldn't create the file
        '[Filename].wav'. Please check that no other application is currently
        using it." error is showing up. FLEX doesn't work, "Cannot create file
        'C:\Users\[USER]\Documents\Image-Line\FLEX\Images\[Filename].jpg'.
        Access is denied.", "Unable to write to

        C:\Users\[USER]\Documents\Image-Line\FLEX\Packs\[Filename].ini." error
        is showing up. You can't drag and drop files from NewTone, NewTime or
        Edison into FL Studio. You can't use "paste from clipboard" as "Cannot
        create file "C:\Users\[USER]\Documents\Image-Line\FL
        Studio\Presets\Clipboard files\Audio clipboard.wav". Access is denied."
        error is showing up. You can't consolidate or quickrender tracks or
        patterns as "Couldn't create the file '[Filename].wav'. Please check
        that no other application is currently using it." error is showing up.
        You try to render audio and the file is not

        showing up, this could also be caused by an Antivirus. Please check if
        Avast or AVG Anti-virus is installed. Avast and AVG block the usage of
        the document folder for FL Studio. The solution is to add FL Studio to
        the exception list. Fix for Avast: 1: Open Avast and navigate to the
        Avast dashboard 2: Click Menu and click the Settings tab. Click the
        Exclusions tab under the General tab 3: Add &gt; add the path of the
        installation folder from FL Studio &gt; add to Avast whitelist Fix for
        AVG: 1: Open the AVG Dashboard &gt; Menu &gt; Settings 2: Click on
        General &gt; Exceptions &gt; Add

        Exception 3: Click on Browse &gt; navigate to the installation folder of
        FL Studio Other solutions: If the solutions above does not help, these
        could be some issues, have a look at the article linked below: Wrong
        user data location Controlled Folder Access is activated [FL Studio |
        Failed to create user data folder / Unable to create file / Errors
        saving
        data](https://support.image-line.com/action/knowledgebase?ans=646)
        Please report this issue to your Antivirus provider, so they are able to
        add FL Studio to their database. As FL Studio is always evolving, the
        code signature/fingerprint AVG

        and Avast is using changes and will again be blocked in the future.
        Image-Line Support Team
  - source_sentence: >-
      Can I use the Gate parameter to create a staccato effect by cutting off
      the sound immediately when I release a key?
    sentences:
      - >-
        Document_title: Plucked!

        File_name: plugins/Plucked!.htm

        Heading_hierarchy: [Plucked! -> Parameters]

        Anchor_id: [none]

        • Decay knob - Changes the decay time of the plucked sound. • Color knob
        - Changes the tone of the plucked sound from dark (left) to bright
        (right). • Normalize - Tries to make the decay the same for all
        semitones. Otherwise higher notes have a shorter decay. • Gate - Stops
        the voices

        abruptly when released. Otherwise the decay keeps going. • Widen -
        Enriches the stereo panorama of the sound.
      - >-
        Document_title: Minihost Modular (DEPRECIATED)

        File_name: plugins/Minihost Modular.htm

        Heading_hierarchy: [Minihost Modular (DEPRECIATED) -> Zones]

        Anchor_id: [none]

        The Piano roll Module can hold 1 or more Zones. A Zone is a named
        musical sequence which reacts to a given MIDI keyboard range, on a
        specific MIDI Channel or all MIDI Channels (Omni). It can also play one
        or more graphical envelopes, routed to different destinations.
      - >-
        Document_title: Harmor 

        File_name: plugins/Harmor.htm

        Heading_hierarchy: [Harmor -> Formats]

        Anchor_id: [none]

        Drag & Drop audio Files (WAV, AIFF, WavPack, MP3, OGG, REX1&2): • Onto
        the oscillator shapes: converts wav to oscillator (1 or 2). • Onto the
        image editor: import wav for resynthesis. Original file IS linked to, &
        not embedded in FLPs. • Anywhere or onto the channel button: Harmor will
        detect

        whether it's a single-cycle or long wav (>50ms), & import as an
        oscillator (the one 'selected') or the image. Drag & drop Images: ➤
        Bitmap file (bmp/jpg): imports the image (in image mode, obviously).
        Original file is NOT linked to, it's embedded. Drag & drop scala tuning
        files: ➤ Scalar files are

        supported, drop .scl files onto Harmor. .scl Scala tuning file: imports
        the tuning file into the pitch envelope.  There is also a "just
        intonation" pitch kb mapping that can be loaded.
  - source_sentence: How do I access the FL Keys online help file from within the program?
    sentences:
      - >-
        Title: What is Firebase and what data does it collect?

        Answer: What is Firebase?
        [Firebase](https://support.google.com/firebase/answer/6318039?hl=en&amp;ref_topic=6317497)
        is a tool developed and managed by Google. It communicates with Google
        servers to both enable online cloud services (such as content delivery)
        and also compiles information about how a user interacts with an
        Application and its surrounding services. Firebase works on Android and
        iOS operating systems. We use it to receive information about how you
        use FL Studio Mobile, to help us improve the user experience. FL Studio
        Mobile included Firebase

        functionality commencing May 2021. Why do we use it? When we develop an
        App like FL Studio Mobile, we put it in an App store and have very
        little connection with the users. Your relationship is more between
        Apple, Google and Microsoft (as the vendor of the OS you are using and
        App store) than it is with us. And so, we find it difficult to know how
        our mobile applications are performing, beyond the review system on the
        App stores. It can help us greatly if we know more about how and where
        people are using FL Studio Mobile. What information does Firebase
        collect? How many

        times the App is opened and when How long the App is open The Operating
        system being used The device model the App is being used on The country
        you are in When the app was first installed and first opened If and when
        the App was updated What In-app purchases are made Crashes and their
        type That one of our mobile App customers has visited our website or
        clicked on our ads. This helps our developers to better understand the
        nature of the devices in use, and where our App is being used. They can
        then make better decisions about how to improve functionality and

        performance. Do we spy on you? No. We do not and can not track your
        precise location or see any of your personal files (even those in FL
        Studio Mobile). We can't see specific user activities on the device
        other than those listed. Nor are we interested! Firebase does log if you
        click on any Google Advertising. We are particularly interested if you
        click on any of our Google Advertising. We can't specifically identify
        you. Just that an FL Studio Mobile user has clicked on one of our
        advertisements or visited our website. We are generally interested in
        how closely our Mobile customers also

        interact with our online presence (Website, Advertisements, Social Media
        etc). We use this to decide where we should advertise to find more
        people like you - people who may be interested in purchasing FL Studio
        Mobile. For the full list of data Firebase may collect see [General
        overview](https://support.google.com/firebase/answer/6318039?hl=en&amp;ref_topic=6317497),
        [Automatically Collected
        Data](https://support.google.com/firebase/answer/9234069?visit_id=637547267264620717-2374579154&amp;rd=1)
        and [User related

        information](https://support.google.com/firebase/answer/9268042?visit_id=637547267264620717-2374579154&amp;rd=1)
        Image-Line
      - >-
        Document_title: MIDI Scripting Device API reference 

        File_name: midi_scripting.htm

        Heading_hierarchy: [MIDI Scripting Device API reference -> PME flags]

        Anchor_id: pmeFlags

        Parameter Value Documentation PME_System 2 Can do system stuff
        (play/pause.. mostly safe things) PME_System_Safe 4 Can do critical
        system stuff (add markers.. things that can't be done when a modal
                    window is shown) PME_PreviewNote 8 note trigger previews notes | controls stuff PME_FromHost 16 when the app is hosted PME_FromMIDI 32 coming from MIDI event
      - >-
        Title: FL Keys - general information 

        Answer: Please visit the [FL Keys online
        help](https://www.image-line.com/support/flstudio_online_manual/html/plugins/FL%20Keys.htm)
        file for extra information
  - source_sentence: >-
      What kind of sample properties can I adjust using the F2 shortcut in
      Edison?
    sentences:
      - |-
        Document_title: Edison 
        File_name: plugins/Edison_4.htm
        Heading_hierarchy: [Edison -> Sample Properties ( F2 )]
        Anchor_id: [none]
        F2 
        [Edison -> Sample Properties ( F2 )]
      - |-
        Title: TS404 - general information
        Answer: The TS404 plugin no longer is available.
      - >-
        Title: Fruity Parametric EQ - general information

        Answer: Please visit the [Fruity Parametric EQ online
        help](https://www.image-line.com/support/flstudio_online_manual/html/plugins/Fruity%20Parametric%20EQ.htm)
        file for extra information
  - source_sentence: >-
      If I save the project after clicking "Continue," will the missing files be
      automatically relinked or do I need to fix the file paths manually?
    sentences:
      - >-
        Document_title: The Playlist 

        File_name: playlist.htm

        Heading_hierarchy: [The Playlist -> Universal Clip Editing Methods]

        Anchor_id: [none]

        • Snap settings ( [Image: Horseshoe magnet icon, gray background | Ref:
        img_glob/flicon_snap.png] ) - Snap controls how Clips move on the
        Playlist grid and many of the other editing functions below. Set this to
        ' line ' if you want the Clips to snap to bar boundaries or to ' none '
        if you want to

        freely position & slice Clips. • Inserting Clips - To insert a Clip,
        select the Clip you want to place from the Clip Source menu (indicated
        above) OR Right-Click the Clip focus selectors (indicated above) to
        choose Clips of the type selected. Next, in Draw ( [Image: Gray pencil
        drawing/editing tool

        icon | Ref: img_glob/flicon_pencilup.png] ) or Paint ( [Image:
        Paintbrush dripping with liquid icon | Ref: img_glob/flicon_paint.png] )
        mode, Left-click on an empty area of a Clips track where you want to
        place the Clip. Paint mode allows you to paint multiple instances of the
        Clip at once (hold the

        Mouse button & drag). • Insert time into the Playlist (shift Clips to
        the right) - Hold ( Ctrl ), click and drag on the time-line at the top
        of the Playlist starting from the point you want to insert space into
        the timeline AND for the duration of the insertion you want. With ( Ctrl
        ) still held press the ( Ins

        ert ) key on your keyboard. Insert time into the Playlist (slice and
        move Clips to the right) - Make a time selection as above, then hold (
        Ctrl+Alt ) and press the ( Insert ) key on your keyboard. The slice
        point will be at the start of the selection. • Delete a time selection -
        Hold ( Ctrl ), click and

        drag on the time-line at the
              top of the Playlist to select the region to be deleted. Press ( Ctrl+Del ) to delete all patterns in the current selection and move Clips to the right of the selection into the gap. • Select Clips - To make a selection of more than one Clip. Use the [Image: Dashed square crop selection icon | Ref:
        img_glob/flicon_select.png] Select tool and click and drag a rectangle
        around the Clips to be selected. To add Clips to this selection hold the
        ( Shift ) key and make further selections. OR if you are in Draw or
        Paint mode, hold  ( Ctrl ) key and you will drop into Select mode while
        the ( Ctrl ) key is

        held. Holding the ( Ctrl+Shift ) keys will allow you to add and remove
        Clips to / from an existing selection. OR use the Magic lasso feature.
        Move your Mouse pointer in a loop that encloses the Clips you want to
        select (no clicking required, it's 'magic' remember). Make sure you have
        no Clips

        selected before you perform the lasso action (Right-Click the empty
        Playlist to deselect all Clips and make another selection). • Zoom to
        area - ( Ctrl+Right-Click ) and drag over a selection of the Playlist.
        Un-Zoom area - ( Ctrl+Right-Click ) anywhere
              on the Playlist (don't drag). • Zoom to a Clip - ( Ctrl+Shift+Right-Click ) on a Clip will maximize the zoom
              of the Playlist to the selected Clip. To Un-Zoom Clip - ( Ctrl+Right-Click ) anywhere
              on the Playlist (don't drag in this mode since that is how to zoom to selection). • Delete/Erase a Clip - Right-Click the target Clip or use the left Mouse button if you are in erase ( [Image: Circular gray "no entry" symbol icon | Ref: img_glob/flicon_delete.png] ) mode. • Copy/Paste Clips - Make
        a selection, release the Mouse and any keys held, then hold the ( Shift
        ) key, then click on the selection and drag. A copy of the selection
        will follow the Mouse cursor. Release the selection when the Clips are
        in the alternative location. NOTE: In ' Slice tool ' mode this will
        initiate a slice, not

        copy. OR Make a selection, press  ( Ctrl+C ) to copy, then scroll the
        Playlist so that the starting bar for the paste location is at the left
        edge of the Playlist and press  ( Ctrl+V ). • Duplicate selection - Make
        a selection and press ( Ctrl+B ). The selection, or all Clips if no
        selection is made, will be

        duplicated to the right of the original selection.
      - >-
        Title: If I use the academic version of FL Studio, do I own copyright to
        the music I make with it?

        Answer: Yes.However, this does not allow you to sell the music or rent
        it for hire. Please see this article: [What about commercial use of the
        music produced with FL Studio educational? In other words, can produced
        music be
        sold?](https://support.image-line.com/action/knowledgebase/?ans=381)
      - >-
        Title: Error: no disk in drive

        Answer: Issue This error usually occurs when an FLP (FL Studio project)
        looks for a sample/file in a location that doesn't exist
        (disconnected/offline drives or renamed drives) or one that doesn't have
        a disc inserted (DVD drive for example). Solution Click "Continue" and
        let the FLP load until the end. Save the project and the message should
        no longer present for that project. Note: If the error still presents
        itself after following the above steps try restarting your computer.
        Image-Line Support Team
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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
model-index:
  - name: SentenceTransformer based on Alibaba-NLP/gte-multilingual-base
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: Unknown
          type: unknown
        metrics:
          - type: cosine_accuracy@1
            value: 0.8225371120107963
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.9547908232118758
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.9763832658569501
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.9919028340080972
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.8225371120107963
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.31826360773729195
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.19527665317139
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09919028340080972
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.8225371120107963
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.9547908232118758
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.9763832658569501
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.9919028340080972
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.9156891710634836
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.8902882205513788
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.8908073502880158
            name: Cosine Map@100

SentenceTransformer based on Alibaba-NLP/gte-multilingual-base

This is a sentence-transformers model finetuned from Alibaba-NLP/gte-multilingual-base. 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: Alibaba-NLP/gte-multilingual-base
Maximum Sequence Length: 8192 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: NewModel 
  (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:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'If I save the project after clicking "Continue," will the missing files be automatically relinked or do I need to fix the file paths manually?',
    'Title: Error: no disk in drive\nAnswer: Issue This error usually occurs when an FLP (FL Studio project) looks for a sample/file in a location that doesn\'t exist (disconnected/offline drives or renamed drives) or one that doesn\'t have a disc inserted (DVD drive for example). Solution Click "Continue" and let the FLP load until the end. Save the project and the message should no longer present for that project. Note: If the error still presents itself after following the above steps try restarting your computer. Image-Line Support Team',
    'Document_title: The Playlist \nFile_name: playlist.htm\nHeading_hierarchy: [The Playlist -> Universal Clip Editing Methods]\nAnchor_id: [none]\n• Snap settings ( [Image: Horseshoe magnet icon, gray background | Ref: img_glob/flicon_snap.png] ) - Snap controls how Clips move on the Playlist grid and many of the other editing functions below. Set this to \' line \' if you want the Clips to snap to bar boundaries or to \' none \' if you want to\nfreely position & slice Clips. • Inserting Clips - To insert a Clip, select the Clip you want to place from the Clip Source menu (indicated above) OR Right-Click the Clip focus selectors (indicated above) to choose Clips of the type selected. Next, in Draw ( [Image: Gray pencil drawing/editing tool\nicon | Ref: img_glob/flicon_pencilup.png] ) or Paint ( [Image: Paintbrush dripping with liquid icon | Ref: img_glob/flicon_paint.png] ) mode, Left-click on an empty area of a Clips track where you want to place the Clip. Paint mode allows you to paint multiple instances of the Clip at once (hold the\nMouse button & drag). • Insert time into the Playlist (shift Clips to the right) - Hold ( Ctrl ), click and drag on the time-line at the top of the Playlist starting from the point you want to insert space into the timeline AND for the duration of the insertion you want. With ( Ctrl ) still held press the ( Ins\nert ) key on your keyboard. Insert time into the Playlist (slice and move Clips to the right) - Make a time selection as above, then hold ( Ctrl+Alt ) and press the ( Insert ) key on your keyboard. The slice point will be at the start of the selection. • Delete a time selection - Hold ( Ctrl ), click and\ndrag on the time-line at the\n      top of the Playlist to select the region to be deleted. Press ( Ctrl+Del ) to delete all patterns in the current selection and move Clips to the right of the selection into the gap. • Select Clips - To make a selection of more than one Clip. Use the [Image: Dashed square crop selection icon | Ref:\nimg_glob/flicon_select.png] Select tool and click and drag a rectangle around the Clips to be selected. To add Clips to this selection hold the ( Shift ) key and make further selections. OR if you are in Draw or Paint mode, hold  ( Ctrl ) key and you will drop into Select mode while the ( Ctrl ) key is\nheld. Holding the ( Ctrl+Shift ) keys will allow you to add and remove Clips to / from an existing selection. OR use the Magic lasso feature. Move your Mouse pointer in a loop that encloses the Clips you want to select (no clicking required, it\'s \'magic\' remember). Make sure you have no Clips\nselected before you perform the lasso action (Right-Click the empty Playlist to deselect all Clips and make another selection). • Zoom to area - ( Ctrl+Right-Click ) and drag over a selection of the Playlist. Un-Zoom area - ( Ctrl+Right-Click ) anywhere\n      on the Playlist (don\'t drag). • Zoom to a Clip - ( Ctrl+Shift+Right-Click ) on a Clip will maximize the zoom\n      of the Playlist to the selected Clip. To Un-Zoom Clip - ( Ctrl+Right-Click ) anywhere\n      on the Playlist (don\'t drag in this mode since that is how to zoom to selection). • Delete/Erase a Clip - Right-Click the target Clip or use the left Mouse button if you are in erase ( [Image: Circular gray "no entry" symbol icon | Ref: img_glob/flicon_delete.png] ) mode. • Copy/Paste Clips - Make\na selection, release the Mouse and any keys held, then hold the ( Shift ) key, then click on the selection and drag. A copy of the selection will follow the Mouse cursor. Release the selection when the Clips are in the alternative location. NOTE: In \' Slice tool \' mode this will initiate a slice, not\ncopy. OR Make a selection, press  ( Ctrl+C ) to copy, then scroll the Playlist so that the starting bar for the paste location is at the left edge of the Playlist and press  ( Ctrl+V ). • Duplicate selection - Make a selection and press ( Ctrl+B ). The selection, or all Clips if no selection is made, will be\nduplicated to the right of the original selection.',
]
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]

Evaluation

Metrics

Information Retrieval

Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.8225
cosine_accuracy@3	0.9548
cosine_accuracy@5	0.9764
cosine_accuracy@10	0.9919
cosine_precision@1	0.8225
cosine_precision@3	0.3183
cosine_precision@5	0.1953
cosine_precision@10	0.0992
cosine_recall@1	0.8225
cosine_recall@3	0.9548
cosine_recall@5	0.9764
cosine_recall@10	0.9919
cosine_ndcg@10	0.9157
cosine_mrr@10	0.8903
cosine_map@100	0.8908

Training Details

Training Dataset

Unnamed Dataset

Size: 5,900 training samples
Columns: sentence_0 and sentence_1
Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1
type string string
details
min: 13 tokens
mean: 24.05 tokens
max: 45 tokens

min: 22 tokens
mean: 417.54 tokens
max: 1441 tokens

	sentence_0	sentence_1
type	string	string
details	min: 13 tokens mean: 24.05 tokens max: 45 tokens	min: 22 tokens mean: 417.54 tokens max: 1441 tokens

Samples:

sentence_0	sentence_1
`How long does it usually take for the payment status to update from 'unpaid' to 'processed' on the site?`	Title: My payment at my online bank page shows as processed, but your site still says 'unpaid'. Answer: Please allow our site and servers a few minutes to process your orders payment. Communication and verification between the different servers can take some time.There are different companies involved. They include your own bank, your credit card company, our 3rd party payment processors Verifone (2Checkout) & PayPal and our own registration servers. If you have the order status page still open, were you were forwarded after your purchase, hit the 'refresh' button of your browser (or the F5 key of your keyboard) to see the latest payment processing information.FL Studio Support Team
`If refreshing the order status page doesn't update the payment status, what should I do next?`	Title: My payment at my online bank page shows as processed, but your site still says 'unpaid'. Answer: Please allow our site and servers a few minutes to process your orders payment. Communication and verification between the different servers can take some time.There are different companies involved. They include your own bank, your credit card company, our 3rd party payment processors Verifone (2Checkout) & PayPal and our own registration servers. If you have the order status page still open, were you were forwarded after your purchase, hit the 'refresh' button of your browser (or the F5 key of your keyboard) to see the latest payment processing information.FL Studio Support Team
`Why do delay echoes not work properly with BooBass?`	`Document_title: BooBass File_name: plugins/BooBass.htm Heading_hierarchy: [BooBass -> Notes & Tips] Anchor_id: [none] Since BooBass is monophonic, delay echoes will not work properly (see Function Settings ). Plugin Credits: David Billen`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 10
per_device_eval_batch_size: 10
num_train_epochs: 2
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 10
per_device_eval_batch_size: 10
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 2
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
tp_size: 0
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin

Training Logs

Epoch	Step	Training Loss	cosine_ndcg@10
0.0847	50	-	0.8699
0.1695	100	-	0.8846
0.2542	150	-	0.8902
0.3390	200	-	0.9001
0.4237	250	-	0.9052
0.5085	300	-	0.9056
0.5932	350	-	0.9073
0.6780	400	-	0.9108
0.7627	450	-	0.9097
0.8475	500	0.0591	0.9157

Framework Versions

Python: 3.11.12
Sentence Transformers: 3.4.1
Transformers: 4.51.3
PyTorch: 2.6.0+cu124
Accelerate: 1.6.0
Datasets: 3.6.0
Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers

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

MultipleNegativesRankingLoss

@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}
}