---
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](https://www.SBERT.net) model finetuned from [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/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](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B)
- **Maximum Sequence Length:** 32768 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/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': 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:
```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("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](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.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](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"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`: {}