Hugging Face
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Hugging Face ha democratizado el acceso a modelos de lenguaje, visión y audio con su Hub, Transformers lib y ecosistema 🤗. En Itrion integramos estas herramientas para acelerar despliegues MLOps generativos cumpliendo requisitos empresariales de rendimiento, costo y cumplimiento normativo.
Operamos 210 repos Hugging Face privados, sirviendo 2,6 mil M inferencias al año con una latencia P95 de 700 ms y un ahorro medio de 35 % en costos de cómputo.
210
Repos privados
2.6 B
Inferencias/año
700 ms
Latencia P95
35 %
Ahorro compute
Ventajas del ecosistema Hugging Face
+ 500 k modelos listos
API unificada PyTorch/JAX/TF
Acceso 25 k datasets
Serverless GPU on‑demand
Servicios Hugging Face gestionados
| Servicio | Función | Aporte Itrion |
|---|---|---|
| Inference Endpoints | Hosting serverless GPU | Autoscaling + control de coste |
| Spaces | Apps Gradio/Streamlit | Seguridad OIDC + SSO corporativo |
| Model Hub | Repo git‑LFS | Repos privados cifrados 🔒 |
| HF Datasets | ETL streaming | Data lake → arrow en tiempo real |
| AutoTrain | Fine‑tune low‑code | Plantillas multi‑task legal/finanzas |
Pipeline de fine‑tuning rápido (LoRA)
< 40 min para entrenar un modelo 7 B parámetros con LoRA + 20k ejemplos.
Fortalezas de Itrion con Hugging Face
Por qué elegir Itrion
- • Migración express: modelos TF/PT locales publicados en Hub en ≤ 24 h.
- • Cost‑aware endpoints: autoscaling GPU spot, ahorro 35 % OPEX.
- • Seguridad empresarial: repos cifrados, SSO Azure AD, auditoría logs.
- • Soporte 24/7: incident S1 respuesta < 10 min, parche hotfix same‑day.
Hugging Face has democratized access to language, vision, and audio models with its Hub, Transformers library, and ecosystem 🤗. At Itrion, we integrate these tools to accelerate generative MLOps deployments meeting enterprise requirements for performance, cost, and regulatory compliance.
We operate 210 private Hugging Face repos, serving 2.6 billion inferences per year with a P95 latency of 700 ms and an average 35% saving in compute costs.
210
Private repos
2.6B
Inferences/year
700 ms
P95 latency
35%
Compute saving
Advantages of the Hugging Face ecosystem
+ 500k ready models
Unified PyTorch/JAX/TF API
Access to 25k datasets
Serverless GPU on-demand
Managed Hugging Face services
| Service | Function | Itrion contribution |
|---|---|---|
| Inference Endpoints | Serverless GPU hosting | Autoscaling + cost control |
| Spaces | Gradio/Streamlit apps | OIDC security + corporate SSO |
| Model Hub | git-LFS repo | Encrypted private repos 🔒 |
| HF Datasets | ETL streaming | Data lake → real-time arrow |
| AutoTrain | Low-code fine-tune | Multi-task legal/finance templates |
Fast fine-tuning pipeline (LoRA)
< 40 min to train a 7B parameter model with LoRA + 20k examples.
Itrion strengths with Hugging Face
Why choose Itrion
- • Express migration: local TF/PT models published to Hub in ≤ 24h.
- • Cost-aware endpoints: autoscaling GPU spot, 35% OPEX saving.
- • Enterprise security: encrypted repos, Azure AD SSO, audit logs.
- • 24/7 support: S1 incident response < 10 min, same-day hotfix patch.
Hugging Face ha democratizado el acceso a modelos de lenguaje, visión y audio con su Hub, Transformers lib y ecosistema 🤗. En Itrion integramos estas herramientas para acelerar despliegues MLOps generativos cumpliendo requisitos empresariales de rendimiento, costo y cumplimiento normativo.
Operamos 210 repos Hugging Face privados, sirviendo 2,6 mil M inferencias al año con una latencia P95 de 700 ms y un ahorro medio de 35 % en costos de cómputo.
210
Repos privados
2.6 B
Inferencias/año
700 ms
Latencia P95
35 %
Ahorro compute
Ventajas del ecosistema Hugging Face
+ 500 k modelos listos
API unificada PyTorch/JAX/TF
Acceso 25 k datasets
Serverless GPU on‑demand
Servicios Hugging Face gestionados
| Servicio | Función | Aporte Itrion |
|---|---|---|
| Inference Endpoints | Hosting serverless GPU | Autoscaling + control de coste |
| Spaces | Apps Gradio/Streamlit | Seguridad OIDC + SSO corporativo |
| Model Hub | Repo git‑LFS | Repos privados cifrados 🔒 |
| HF Datasets | ETL streaming | Data lake → arrow en tiempo real |
| AutoTrain | Fine‑tune low‑code | Plantillas multi‑task legal/finanzas |
Pipeline de fine‑tuning rápido (LoRA)
< 40 min para entrenar un modelo 7 B parámetros con LoRA + 20k ejemplos.
Fortalezas de Itrion con Hugging Face
Por qué elegir Itrion
- • Migración express: modelos TF/PT locales publicados en Hub en ≤ 24 h.
- • Cost‑aware endpoints: autoscaling GPU spot, ahorro 35 % OPEX.
- • Seguridad empresarial: repos cifrados, SSO Azure AD, auditoría logs.
- • Soporte 24/7: incident S1 respuesta < 10 min, parche hotfix same‑day.
Hugging Face has democratized access to language, vision, and audio models with its Hub, Transformers library, and ecosystem 🤗. At Itrion, we integrate these tools to accelerate generative MLOps deployments meeting enterprise requirements for performance, cost, and regulatory compliance.
We operate 210 private Hugging Face repos, serving 2.6 billion inferences per year with a P95 latency of 700 ms and an average 35% saving in compute costs.
210
Private repos
2.6B
Inferences/year
700 ms
P95 latency
35%
Compute saving
Advantages of the Hugging Face ecosystem
+ 500k ready models
Unified PyTorch/JAX/TF API
Access to 25k datasets
Serverless GPU on-demand
Managed Hugging Face services
| Service | Function | Itrion contribution |
|---|---|---|
| Inference Endpoints | Serverless GPU hosting | Autoscaling + cost control |
| Spaces | Gradio/Streamlit apps | OIDC security + corporate SSO |
| Model Hub | git-LFS repo | Encrypted private repos 🔒 |
| HF Datasets | ETL streaming | Data lake → real-time arrow |
| AutoTrain | Low-code fine-tune | Multi-task legal/finance templates |
Fast fine-tuning pipeline (LoRA)
< 40 min to train a 7B parameter model with LoRA + 20k examples.
Itrion strengths with Hugging Face
Why choose Itrion
- • Express migration: local TF/PT models published to Hub in ≤ 24h.
- • Cost-aware endpoints: autoscaling GPU spot, 35% OPEX saving.
- • Enterprise security: encrypted repos, Azure AD SSO, audit logs.
- • 24/7 support: S1 incident response < 10 min, same-day hotfix patch.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.