README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:816
  - loss:MultipleNegativesRankingLoss
base_model: Qwen/Qwen3-Embedding-0.6B
widget:
  - source_sentence: >-
      Find the detailed cost breakdowns for Raw Materials and Logistics,
      including supplier invoices, shipping contracts, and related internal
      correspondence from Q2 and Q3, prepared by Maria Santos for review by end
      of day Thursday.
    sentences:
      - >-
        Subject: Resultados de control de calidad – Lote QT-2024-0893

        Date: 2025-12-19T15:12:00

        From: Ana Lucia Vega

        Participants: Javier Moreno


        Body:

        Hola Javier,


        Te comparto los resultados del control de calidad del lote QT-2024-0893,
        que revisé conforme a lo indicado por Carlos. Los análisis de
        laboratorio muestran que el contenido de alcohol es de 40.2%, el pH está
        en 7.1 y las notas de cata confirman un perfil limpio, equilibrado y sin
        defectos. Todos los parámetros se encuentran dentro de los rangos
        normales establecidos. Rick ya autorizó el procesamiento final. Si
        necesitas detalles adicionales o hay algo específico que deba revisar,
        por favor avísame.


        Quedo atenta a tus comentarios.


        Saludos,

        Ana Lucia


        --

        Ana Lucia Vega

        Accounts Payable

        ASI Mexico
      - >-
        Subject: Chemical Spill Incident – Immediate Actions and Next Steps

        Date: 2026-01-05T16:48:00

        From: Diego Ramirez

        Participants: Roberto Garza


        Body:

        Hi Roberto,


        Wanted to give you a heads up about the minor chemical spill that
        occurred yesterday afternoon near the maintenance storage area. We
        contained the spill within 30 minutes using absorbent pads and
        neutralizing agents. All contaminated PPE and materials were isolated
        per the protocol. Ricardo has already coordinated sampling and begun the
        required reporting. We're making improvements to the storage procedures
        and retraining the crew to prevent recurrence.


        I know the EHS permit is critical and we're on top of the paperwork so
        there won't be any impact on operations. Let me know if you want more
        details or need me to loop you in on the next steps with Rick.


        Thanks,

        Diego


        --

        Diego Ramirez

        Maintenance Supervisor

        Destilería Agave Spirits
      - >-
        Subject: Re: Request for Detailed Documentation: Product Cost Analysis

        Date: 2025-11-25T09:20:00

        From: Maria Santos

        Participants: David Chen


        Body:

        Hi David,


        Thank you for your feedback and for clarifying the level of detail
        required regarding the cost variances. I will assemble the detailed
        breakdowns for 'Raw Materials' and 'Logistics' line items, including the
        supplier invoices, shipping contracts, and relevant internal
        correspondence. My team is working to pull these from both our Q2 and Q3
        files to ensure we capture all significant changes. I anticipate having
        the full documentation ready for your review by end of day Thursday, but
        will let you know immediately if further clarification is needed on
        specific entries. Please let me know if you have urgent priorities or
        would like to discuss interim findings.


        Best regards,

        Maria
  - source_sentence: >-
      Correos que soliciten recomendar un restaurante en el centro para llevar
      al equipo después del turno
    sentences:
      - >-
        Subject: Recomendación de restaurante para el equipo

        Date: 2025-11-27T10:09:00

        From: Arturo Sandoval

        Participants: Sofia Hernandez


        Body:

        Hola Sofía,


        Sé que esta semana el equipo está trabajando horas extras y todos están
        haciendo un gran esfuerzo para cumplir con el calendario de producción,
        especialmente mientras seguimos esperando el permiso necesario que nos
        permita mantener nuestros niveles. Pensando en motivar a todos y
        ofrecerles un momento de desconexión, ¿podrías recomendarme algún
        restaurante en el centro donde podamos llevar al equipo después del
        turno? Lo ideal sería un lugar cómodo, con buen ambiente y opciones
        variadas para que puedan relajarse tras tantos días intensos. Me
        gustaría agradecerles su compromiso y sería genial contar con tu
        recomendación, ya que confío en tu gusto.


        Gracias de antemano por tu tiempo y cualquier sugerencia que puedas
        compartirme. ¡Espero tu respuesta!


        Saludos,

        Arturo


        --

        Arturo Sandoval

        Environmental Technician

        Destilería Agave Spirits
      - >-
        Subject: Follow-Up: Discrepancy in Beneficiary Account Details for
        Recent Payment

        Date: 2025-12-05T10:23:00

        From: James Cooper

        Participants: Patricia Vargas


        Body:

        Hello,


        I am writing to follow up regarding the recent wire transfer initiated
        for services rendered this month. Upon review, I noticed that the
        beneficiary account details provided do not match the information we
        have on file, and the payment platform flagged this discrepancy.
        Additionally, our compliance department requires further documentation
        before we can proceed. Could you please send the necessary supporting
        documents and confirm the correct beneficiary account information at
        your earliest convenience? The delay in providing this information may
        impact our ability to process payment on schedule.


        Thank you for your prompt attention to this matter.


        Best regards,

        James Cooper

        Treasury Manager

        Agave Spirits International


        --

        James Cooper

        Treasury Manager

        Agave Spirits International
      - >-
        Subject: Exciting Update: New Distribution Agreement Expands Our Reach

        Date: 2025-11-24T16:40:00

        From: Thomas Bradford

        Participants: Sarah Mitchell; Kevin O'Brien; Patricia Reeves


        Body:

        Dear Executive Team,


        I'm pleased to announce that Agave Spirits International has finalized a
        multi-year distribution agreement with Pacific Spirits Ltd.,
        significantly expanding our reach across the U.S. West Coast and Canada.
        This partnership grants us access to over 1,200 new retail accounts,
        with projected volume growth of 18% in the next fiscal year. Our premium
        Espiritu Azul and Sierra Clara brands will roll out this quarter,
        targeting the highly competitive premium tequila segment in California
        and British Columbia. Please review the attached summary and be prepared
        to discuss activation plans and cross-market promotions at our next
        meeting.


        Let's capitalize on this momentum and continue building our market
        leadership together!


        Best regards,

        Tom


        --

        Thomas Bradford

        Chief Executive Officer

        Agave Spirits International

        Dallas, TX
  - source_sentence: >-
      Expedite compliance reviews to accelerate the sales cycle for the Spirits
      Expo in Q4 2025
    sentences:
      - >-
        Subject: Trade Show Strategy: Maximizing Impact for Q4 Results

        Date: 2025-10-29T12:40:00

        From: Tom Bradford

        Participants: Kevin O'Brien


        Body:

        Hi Kevin,


        As we map out our strategy for the upcoming Spirits Expo, I want us
        laser-focused on driving Q4 numbers and boosting our market share in the
        premium agave segment. Given our latest product line is outperforming
        forecasts by 18%, this is the perfect opportunity to showcase our
        portfolio to on- and off-premise buyers from key U.S. and Canadian
        markets. Let’s make sure our competitive positioning is front and
        center—unique distillation process, sustainability story, and
        distribution support. I also want to touch base on how we can expedite
        compliance reviews so the sales cycle doesn’t get bogged down—let’s not
        lose momentum with interested buyers.


        Please draft a detailed plan covering booth strategy, target accounts,
        and projected ROI. Look forward to your ideas on how we can turn this
        show into a major win for the pipeline.


        Best,

        Tom
      - >-
        Subject: Re: Request for Documentation: Overhead Allocation Review – Q2
        Mexico Operations

        Date: 2025-12-09T12:53:00

        From: Maria Santos

        Participants: David Chen


        Body:

        Hi David,


        Thank you for highlighting the areas needing additional detail in the Q2
        overhead allocations. My team and I are in the process of compiling the
        itemized documentation and gathering all supporting invoices for both
        'administrative support' and 'site services' expenses. We anticipate
        having a comprehensive package ready for your review by Friday and will
        ensure all relevant records are included to facilitate your validation
        process. If you have any specific formatting or document requirements,
        please let me know so we can address them in advance.


        Best regards,

        Maria
      - >-
        Subject: Upcoming Trade Group Meeting: Tequila Industry Associations

        Date: 2025-10-27T06:42:00

        From: Thomas Tom Bradford

        Participants: Sarah Mitchell; Patricia Reeves; Alejandro Reyes
        Gutierrez; Luis Fernando Chavez; Hector Vargas


        Body:

        Dear Colleagues,


        I wanted to inform you that the next meeting of the main tequila
        industry trade group is scheduled for next Thursday at 10:00 AM at the
        Consejo Regulador del Tequila headquarters. The agenda will focus on
        upcoming regulatory proposals, sustainability initiatives, and recent
        market trends, including discussion of changes proposed by local and
        international stakeholders. Your participation is strongly encouraged,
        as we will be developing industry-wide positions on several key issues.
        Please confirm your availability, and feel free to propose any
        additional topics for the agenda in advance.


        Best regards,

        Thomas "Tom" Bradford

        CEO, Agave Spirits International


        --

        Thomas Bradford

        Chief Executive Officer

        Agave Spirits International

        Dallas, TX
  - source_sentence: >-
      Investigar si existe coordinación de una visita de un periodista a la
      destilería de tequila y cuál es el protocolo para la publicación.
    sentences:
      - >-
        Subject: Heads up - questions from Dallas

        Date: 2025-11-10T13:56:00

        From: Ricardo Mendez

        Participants: Carlos Delgado


        Body:

        Hola Carlos,


        Just wanted to give you a quick heads up—Maria me comentó que el equipo
        de Auditoría Interna está haciendo preguntas sobre las facturas de CVJ.
        Ya sabes cómo son en Dallas, sometimes they just don't get how things
        work aquí. In Mexico, relationships matter; this is how business is done
        here. Los gastos de las cenas fueron solo pequeños encuentros, just a
        small dinner, para fortalecer la relación con los stakeholders y
        asegurar el apoyo para los permisos. Si preguntan, podemos explicar que
        CVJ actúa como consultores regulatorios locales, algo totalmente
        legítimo y necesario. ¿Me puedes respaldar si surge alguna duda? Es
        importante que estemos alineados y protejamos al equipo.


        Avísame si necesitas que preparemos algo específico o si quieres que
        hablemos con alguien más del equipo.


        Un abrazo,

        Rick


        --

        Ricardo Mendez

        EHS Manager

        Destilería Agave Spirits - Tequila

        Cel: +52 33 1234 5678
      - >-
        Subject: Important Security Alert: Phishing Emails Detected – Please
        Remain Vigilant

        Date: 2025-10-21T14:54:00

        From: IT Security Team

        Participants: Thomas Tom Bradford; Sarah Mitchell; Patricia Reeves


        Body:

        Dear Team,


        We want to alert all staff that several phishing emails have been
        detected targeting company inboxes. These messages may appear to be from
        known contacts or reference company matters, but often request
        confidential information or contain suspicious links. Please do not
        click on any unexpected links or download attachments from unknown
        senders. If you receive any suspicious email, report it immediately to
        IT Security and delete the message.


        Your vigilance is essential in protecting our organization from security
        threats. If you have any questions or need assistance identifying
        suspicious emails, please reach out to the IT Security team.


        Thank you for your cooperation.


        Regards,

        IT Security Team


        --

        Sent from mobile
      - >-
        Subject: Re: Visita de periodista a la destilería de Tequila –
        coordinación de agenda

        Date: 2025-10-02T13:25:00

        From: Roberto Garza

        Participants: Elena Fuentes


        Body:

        Estimada Elena,


        Gracias por la información detallada sobre la visita. Quisiera confirmar
        si el periodista requerirá algún equipo especial de protección o si
        podemos proporcionarle los elementos básicos (casco, lentes, chaleco).
        Además, ¿podrías indicarnos si tomará fotografías o video durante el
        recorrido, y si existe algún protocolo específico para la publicación de
        contenidos? Por último, agradeceré si puedes enviarnos con antelación el
        nombre del medio y la agenda tentativa de preguntas para preparar a
        nuestro equipo.


        A la espera de tu respuesta para poder asegurar que todo esté listo.


        Saludos,

        Roberto
  - source_sentence: >-
      Confirm Massey-Ferguson harvester availability for Block 3A harvest
      scheduled for June 18.
    sentences:
      - >-
        Subject: Celebrating Our Team Excellence Award Recipient—¡Felicidades,
        Elena!

        Date: 2025-12-11T19:24:00

        From: Carlos Delgado

        Participants: Agave Spirits Mexico Team


        Body:

        Dear Team,


        I am delighted to announce that this quarter’s Team Excellence Award
        goes to our very own Elena Fuentes. Elena has shown unparalleled
        dedication in supporting our operations, always ensuring that even the
        smallest details are handled with cariño. Her ability to coordinate
        complex schedules and build confianza with our partners reflects the
        essence of how we do business here: en México, las relaciones importan,
        and Elena embodies this every day. Her work reminds us that true
        excellence comes from caring for each other, not just tasks.


        Please join me in congratulating Elena. We will be honoring her
        achievement with just a small dinner—nada ostentoso, just a way to come
        together as equipo and celebrate the relationships that drive our
        success.


        Un abrazo fuerte a todos,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
      - >-
        Subject: Agave Supplier Delivery Schedule – Harvest Operations Planning

        Date: 2025-08-18T18:12:00

        From: Patricia Reeves

        Participants: Thomas Bradford; Sarah Mitchell


        Body:

        Dear Team,


        I wanted to provide an update regarding our agave sourcing and the
        delivery schedule for the upcoming harvest season. We have coordinated
        with our primary suppliers to ensure that initial deliveries will
        commence the week of July 10th, with subsequent shipments following a
        bi-weekly cadence. We are closely monitoring crop yields and weather
        conditions to proactively address any potential delays. Please review
        the attached delivery timeline and confirm receipt so we can coordinate
        logistics accordingly. Your timely collaboration will be crucial for
        maintaining smooth harvest operations and meeting production targets.


        Best regards,

        Patricia Reeves


        --

        Patricia Reeves

        Executive Assistant to the CEO

        Agave Spirits International
      - >-
        Subject: Agave Harvest Scheduling and Resource Coordination

        Date: 2026-01-05T10:03:00

        From: Javier Moreno

        Participants: Sofia Hernandez


        Body:

        Hi Sofia,


        I wanted to touch base regarding the upcoming agave harvest scheduling
        for the El Molino and San Pedro fields. Based on current field
        conditions and the lab’s recent Brix readings (average 26.5), I propose
        we start with Block 3A on June 18, aiming for 120 tons over three days.
        Please ensure the Massey-Ferguson harvester is available, and that the
        standard sanitation protocol for incoming loads is enforced. As always,
        maintaining optimal ripeness and minimizing core bruising are essential
        for product quality. Could you confirm equipment availability and crew
        scheduling?


        Thanks for your attention to these details. Let me know if you have any
        concerns or require adjustments.


        Best,

        Javier


        --

        Javier Moreno

        Quality Control Manager

        Destilería Agave Spirits
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 Qwen/Qwen3-Embedding-0.6B
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: val full corpus
          type: val_full_corpus
        metrics:
          - type: cosine_accuracy@1
            value: 0.8878048780487805
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.9560975609756097
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.9804878048780488
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.9902439024390244
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.8878048780487805
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.31869918699186994
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.19609756097560974
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09902439024390243
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.8878048780487805
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.9560975609756097
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.9804878048780488
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.9902439024390244
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.9418899863347311
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.9259349593495935
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.9264954804827552
            name: Cosine Map@100

SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B

This is a sentence-transformers model finetuned from Qwen/Qwen3-Embedding-0.6B. It maps sentences & paragraphs to a 1024-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: Qwen/Qwen3-Embedding-0.6B
• Maximum Sequence Length: 32768 tokens
• Output Dimensionality: 1024 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': 32768, 'do_lower_case': False, 'architecture': 'Qwen3Model'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, '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': True, '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
queries = [
    "Confirm Massey-Ferguson harvester availability for Block 3A harvest scheduled for June 18.",
]
documents = [
    'Subject: Agave Harvest Scheduling and Resource Coordination\nDate: 2026-01-05T10:03:00\nFrom: Javier Moreno\nParticipants: Sofia Hernandez\n\nBody:\nHi Sofia,\n\nI wanted to touch base regarding the upcoming agave harvest scheduling for the El Molino and San Pedro fields. Based on current field conditions and the lab’s recent Brix readings (average 26.5), I propose we start with Block 3A on June 18, aiming for 120 tons over three days. Please ensure the Massey-Ferguson harvester is available, and that the standard sanitation protocol for incoming loads is enforced. As always, maintaining optimal ripeness and minimizing core bruising are essential for product quality. Could you confirm equipment availability and crew scheduling?\n\nThanks for your attention to these details. Let me know if you have any concerns or require adjustments.\n\nBest,\nJavier\n\n--\nJavier Moreno\nQuality Control Manager\nDestilería Agave Spirits',
    'Subject: Agave Supplier Delivery Schedule – Harvest Operations Planning\nDate: 2025-08-18T18:12:00\nFrom: Patricia Reeves\nParticipants: Thomas Bradford; Sarah Mitchell\n\nBody:\nDear Team,\n\nI wanted to provide an update regarding our agave sourcing and the delivery schedule for the upcoming harvest season. We have coordinated with our primary suppliers to ensure that initial deliveries will commence the week of July 10th, with subsequent shipments following a bi-weekly cadence. We are closely monitoring crop yields and weather conditions to proactively address any potential delays. Please review the attached delivery timeline and confirm receipt so we can coordinate logistics accordingly. Your timely collaboration will be crucial for maintaining smooth harvest operations and meeting production targets.\n\nBest regards,\nPatricia Reeves\n\n--\nPatricia Reeves\nExecutive Assistant to the CEO\nAgave Spirits International',
    'Subject: Celebrating Our Team Excellence Award Recipient—¡Felicidades, Elena!\nDate: 2025-12-11T19:24:00\nFrom: Carlos Delgado\nParticipants: Agave Spirits Mexico Team\n\nBody:\nDear Team,\n\nI am delighted to announce that this quarter’s Team Excellence Award goes to our very own Elena Fuentes. Elena has shown unparalleled dedication in supporting our operations, always ensuring that even the smallest details are handled with cariño. Her ability to coordinate complex schedules and build confianza with our partners reflects the essence of how we do business here: en México, las relaciones importan, and Elena embodies this every day. Her work reminds us that true excellence comes from caring for each other, not just tasks.\n\nPlease join me in congratulating Elena. We will be honoring her achievement with just a small dinner—nada ostentoso, just a way to come together as equipo and celebrate the relationships that drive our success.\n\nUn abrazo fuerte a todos,\nCarlos\n\n--\nCarlos Delgado\nCountry Manager, Mexico Operations\nAgave Spirits International\nTequila, Jalisco',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1024] [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[0.6602, 0.2324, 0.0050]], dtype=torch.bfloat16)

Evaluation

Metrics

Information Retrieval

• Dataset: val_full_corpus
• Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.8878
cosine_accuracy@3	0.9561
cosine_accuracy@5	0.9805
cosine_accuracy@10	0.9902
cosine_precision@1	0.8878
cosine_precision@3	0.3187
cosine_precision@5	0.1961
cosine_precision@10	0.099
cosine_recall@1	0.8878
cosine_recall@3	0.9561
cosine_recall@5	0.9805
cosine_recall@10	0.9902
cosine_ndcg@10	0.9419
cosine_mrr@10	0.9259
cosine_map@100	0.9265

Training Details

Training Dataset

Unnamed Dataset

• Size: 816 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 816 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 6 tokens mean: 32.3 tokens max: 98 tokens	min: 118 tokens mean: 208.52 tokens max: 419 tokens

• Samples:

  sentence_0	sentence_1
  Find records of quality test results for batch QT-2024-0891 showing alcohol content 39.8%, pH 3.6, and approval by Carlos.	Subject: Batch QT-2024-0891 Quality Test Results Date: 2025-10-15T12:26:00 From: Ana Lucia Vega Participants: Javier Moreno Body: Hi Javier, I wanted to share the results from the routine quality testing on batch QT-2024-0891. The alcohol content was measured at 39.8%, which is within our expected range. pH levels were 3.6, also within normal parameters. Taste panel notes described the flavor profile as clean and balanced, no anomalies reported. Carlos reviewed and approved these results before I sent this email. Please let me know if you need any more details or if you want the full lab report attached. Thanks! Regards, Ana Lucia Vega
  What is the decision on replacing the battery for forklift unit 4: replace now or wait?	Subject: Forklift Fleet Routine Maintenance Completed – Service Report Date: 2026-01-19T18:34:00 From: Diego Ramirez Participants: Pedro Villanueva Body: Hi Pedro, Just wanted to let you know we wrapped up routine maintenance on the forklift fleet this afternoon. We replaced the hydraulic filters on units 3 and 5, and topped up fluids on all machines. Belts on forklift 2 were showing a lot of wear, so we swapped those out—I'll need to order a few more spares from Guadalajara soon. Everything else checked out, but the battery on unit 4 is starting to lose charge faster than it should—might not last till next service, so let me know if you want to replace it now or wait. Next scheduled maintenance is set for July 21st. Let me know if you have any other issues you want the guys to check on. Regards, Diego
  Is there documentation of permit delays impacting production, including any contingency plan to shut down if the permit is not obtained?	Subject: Downtime Analysis – Tequila Distillery Production Update Date: 2025-10-13T10:55:00 From: Roberto Garza Participants: Thomas Bradford Body: Hi Tom, I wanted to share our latest downtime analysis for the month. We experienced a total of 23 hours of unplanned downtime, primarily due to maintenance on the primary fermentation tanks and a hold in bottling while awaiting inspection. Output for the period was 212,000 liters, down approximately 8% from last month. I’m concerned the ongoing permit delays could impact our next production cycle; if we don't get the permit, we shut down. I trust Rick is moving things forward on the environmental side. Let me know if there’s anything else you need from my team. Best, Roberto -- Roberto Garza Plant Manager Destilería Agave Spirits - Tequila

• Loss: MultipleNegativesRankingLoss with these parameters:

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

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• 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: 3
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: None
• warmup_ratio: None
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• enable_jit_checkpoint: False
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• use_cpu: False
• seed: 42
• data_seed: None
• bf16: False
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: -1
• ddp_backend: None
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• 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
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_for_metrics: []
• eval_do_concat_batches: True
• auto_find_batch_size: False
• full_determinism: False
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• use_cache: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	val_full_corpus_cosine_ndcg@10
1.0	51	0.9334
2.0	102	0.9344
3.0	153	0.9419

Framework Versions

• Python: 3.12.12
• Sentence Transformers: 5.2.3
• Transformers: 5.0.0
• PyTorch: 2.10.0+cu128
• Accelerate: 1.12.0
• Datasets: 4.0.0
• Tokenizers: 0.22.2

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}
}