Image-Text-to-Text
Transformers
Safetensors
Portuguese
qwen2_5_vl
ocr
document-understanding
structured-extraction
specialized-small-language-model
brazilian-portuguese
conversational
text-generation-inference
compressed-tensors
Instructions to use Dharma-AI/Dharma-OCR-LITE with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Dharma-AI/Dharma-OCR-LITE with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="Dharma-AI/Dharma-OCR-LITE") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForImageTextToText processor = AutoProcessor.from_pretrained("Dharma-AI/Dharma-OCR-LITE") model = AutoModelForImageTextToText.from_pretrained("Dharma-AI/Dharma-OCR-LITE") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use Dharma-AI/Dharma-OCR-LITE with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Dharma-AI/Dharma-OCR-LITE" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Dharma-AI/Dharma-OCR-LITE", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/Dharma-AI/Dharma-OCR-LITE
- SGLang
How to use Dharma-AI/Dharma-OCR-LITE with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "Dharma-AI/Dharma-OCR-LITE" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Dharma-AI/Dharma-OCR-LITE", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "Dharma-AI/Dharma-OCR-LITE" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Dharma-AI/Dharma-OCR-LITE", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use Dharma-AI/Dharma-OCR-LITE with Docker Model Runner:
docker model run hf.co/Dharma-AI/Dharma-OCR-LITE
Update LICENSE
Browse files
LICENSE
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| 1 |
+
SPDX-License-Identifier: LicenseRef-DharmaOCR-Lite-NC-2026
|
| 2 |
+
|
| 3 |
+
DharmaOCR Lite Noncommercial License 2026
|
| 4 |
+
Based on PolyForm Noncommercial 1.0.0, as adapted by DHARMA-AI S.A.
|
| 5 |
+
|
| 6 |
+
Copyright (c) 2026 DHARMA-AI S.A.
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| 7 |
+
|
| 8 |
+
This license governs the use, reproduction, distribution, modification, fine-tuning,
|
| 9 |
+
evaluation, benchmarking, and deployment of the model weights, checkpoints, tokenizer
|
| 10 |
+
files, configuration files, adapters, LoRA/QLoRA files, model cards, documentation,
|
| 11 |
+
and related artifacts distributed by DHARMA-AI S.A. under this license
|
| 12 |
+
(collectively, the "Model").
|
| 13 |
+
|
| 14 |
+
By accessing, downloading, using, reproducing, modifying, fine-tuning, evaluating,
|
| 15 |
+
benchmarking, distributing, or otherwise exploiting the Model, you agree to be bound
|
| 16 |
+
by this License.
|
| 17 |
+
|
| 18 |
+
1. Definitions
|
| 19 |
+
|
| 20 |
+
1.1 "Licensor" means DHARMA-AI S.A.
|
| 21 |
+
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| 22 |
+
1.2 "Model" means the machine learning model weights, checkpoints, tokenizer files,
|
| 23 |
+
configuration files, artifacts, documentation, and related files distributed under
|
| 24 |
+
this License.
|
| 25 |
+
|
| 26 |
+
1.3 "Derivative Model" means any modified, fine-tuned, distilled, quantized, pruned,
|
| 27 |
+
merged, adapted, or otherwise altered version of the Model, including adapters and
|
| 28 |
+
LoRA/QLoRA weights, that is substantially derived from the Model.
|
| 29 |
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| 30 |
+
1.4 "Noncommercial Purpose" means use solely for personal study, private experimentation,
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| 31 |
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academic research, scientific publication, teaching, noncommercial internal evaluation,
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| 32 |
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benchmarking, or other activities that are not directly or indirectly connected to
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revenue generation, paid services, monetized products, internal commercial operations
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of a for-profit entity, or provision of services to third parties for consideration.
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| 36 |
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1.5 "Government Entity" means:
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| 37 |
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(a) any national, federal, state, provincial, regional, municipal, or local government
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| 38 |
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body, ministry, department, agency, authority, public office, court, prosecution
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office, legislature, military body, or regulatory authority;
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(b) any state-owned, state-controlled, or government-controlled entity;
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(c) any public university, public research institution, public hospital, public safety
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entity, or other publicly administered body; and
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(d) any contractor, integrator, or intermediary acting on behalf of or for the benefit
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of any entity described above.
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1.6 "Commercial Use" means any use of the Model or a Derivative Model in connection
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with revenue generation, paid consulting, paid pilots, internal business operations
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of a for-profit entity, product development for sale or monetization, or any commercial,
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governmental, or quasi-governmental deployment.
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| 51 |
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1.7 "You" means the individual or legal entity exercising rights under this License.
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| 53 |
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2. License Grant
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| 55 |
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Subject to Your compliance with this License, the Licensor grants You a limited,
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| 56 |
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non-exclusive, non-transferable, non-sublicensable, revocable license to:
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(a) access, download, and use the Model;
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| 59 |
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(b) reproduce the Model for Noncommercial Purposes;
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| 60 |
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(c) fine-tune, quantize, evaluate, benchmark, and create Derivative Models for
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Noncommercial Purposes;
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(d) distribute the Model or Derivative Models only as expressly permitted under
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this License.
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No rights are granted except as expressly stated in this License.
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3. Permitted Noncommercial Use
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You may use the Model and Derivative Models only for Noncommercial Purposes.
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| 71 |
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Permitted Noncommercial Purposes include:
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(a) personal projects not connected to business activity;
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(b) academic and scientific research;
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(c) classroom and educational use;
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(d) publication of research results;
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(e) benchmarking and technical evaluation;
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(f) internal testing and experimentation that are not connected to commercial production,
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paid services, governmental deployment, or monetized activity.
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For clarity, a use is not permitted under this Section if it is:
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(i) connected to revenue generation, directly or indirectly;
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(ii) conducted by or for the benefit of a for-profit entity as part of product development,
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service delivery, or internal business operations;
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(iii) conducted by, for, or on behalf of a Government Entity; or
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(iv) conducted to support a commercial or governmental procurement, pilot, proof of concept,
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tender, or production workflow.
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4. Express Exclusion of Government Use
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Notwithstanding any other provision of this License, the Model and any Derivative Model
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may not be used by, for, on behalf of, or for the benefit of any Government Entity,
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whether or not such use is revenue-generating.
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For avoidance of doubt:
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(a) government use is not deemed "noncommercial" under this License;
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(b) public funding, public mission, academic status, scientific purpose, or non-profit
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status do not create an exception to this prohibition where a Government Entity
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is involved; and
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(c) any access, evaluation, pilot, procurement test, production use, or integration
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involving a Government Entity requires a separate written commercial or institutional
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license from the Licensor.
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5. Commercial Use Requires Separate License
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Any Commercial Use of the Model or any Derivative Model requires a separate written
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license from the Licensor.
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| 111 |
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Without limitation, the following require a separate written license:
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| 113 |
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(a) use in products or services offered for a fee or other consideration;
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| 114 |
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(b) internal use by a for-profit entity in support of its business operations;
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| 115 |
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(c) hosted inference, API, SaaS, managed services, or white-label offerings;
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| 116 |
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(d) use in connection with paid consulting, outsourced processing, or client work;
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| 117 |
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(e) use by or for Government Entities; and
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| 118 |
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(f) resale, OEM, embedded deployment, enterprise support, or high-volume deployment.
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| 119 |
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6. Derivative Models
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6.1 You may create Derivative Models only for uses permitted by this License.
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6.2 Any Derivative Model remains subject to this License.
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6.3 You may not remove, circumvent, dilute, or nullify the restrictions of this License
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through relabeling, packaging, technical partitioning, adapters, quantization, distillation,
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or any other method.
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6.4 If You distribute a Derivative Model as permitted under this License, You must:
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(a) include a copy of this License;
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(b) clearly identify that the Derivative Model is based on the original Model; and
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(c) preserve all notices, disclaimers, attribution requirements, privacy notice,
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and restrictions.
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|
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7. Distribution Conditions
|
| 138 |
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You may distribute the Model or Derivative Models only if:
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(a) the distribution is solely for uses permitted by this License;
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(b) the recipient is informed that access and use are subject to this License before use; and
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(c) all copyright notices, attribution requirements, disclaimers, privacy notice,
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and restrictions are preserved.
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You may not:
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|
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(i) sublicense the Model under different terms;
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(ii) distribute the Model as if it were Your own original base model; or
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(iii) weaken or remove the noncommercial, government-use, privacy, or attribution
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restrictions in this License.
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| 152 |
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|
| 153 |
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8. Prohibited Uses
|
| 154 |
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|
| 155 |
+
You may not use the Model or any Derivative Model:
|
| 156 |
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|
| 157 |
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(a) in violation of applicable law or regulation;
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(b) to infringe third-party rights;
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(c) for Commercial Use without a separate written license;
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(d) by, for, on behalf of, or for the benefit of any Government Entity;
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(e) to evade the restrictions of this License through affiliates, intermediaries,
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contractors, or technical partitioning;
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(f) to provide hosted or managed inference to third parties, whether public or private,
|
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without separate written authorization; or
|
| 165 |
+
(g) in a manner inconsistent with applicable data protection law.
|
| 166 |
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|
| 167 |
+
9. Attribution
|
| 168 |
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|
| 169 |
+
If You distribute the Model or a Derivative Model, or deploy it in any user-facing
|
| 170 |
+
environment permitted by this License, You must provide reasonable attribution, such as:
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| 171 |
+
|
| 172 |
+
"Powered by DharmaOCR Lite by DHARMA-AI S.A., licensed under the DharmaOCR Lite
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| 173 |
+
Noncommercial License 2026."
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Where attribution is not technically feasible in the interface, it must appear in
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| 176 |
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documentation, repository materials, about pages, or legal notices.
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| 177 |
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|
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10. Privacy Notice
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|
| 180 |
+
10.1 Training Data Statement
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| 181 |
+
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+
The Licensor states, for purposes of this release, that the training of the Model did
|
| 183 |
+
not use personal information as part of the released training corpus and that, according
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| 184 |
+
to the information made available by the client for this release, the training inputs
|
| 185 |
+
were composed of proprietary and/or commercially licensed datasets, with prior
|
| 186 |
+
anonymization and removal of sensitive information where applicable.
|
| 187 |
+
|
| 188 |
+
10.2 Independent Use by Licensee
|
| 189 |
+
|
| 190 |
+
Any use of the Model, software, weights, checkpoints, tokenizer files, outputs,
|
| 191 |
+
or related artifacts by You is performed independently and under Your sole control.
|
| 192 |
+
|
| 193 |
+
The Licensor does not, by the mere licensing or distribution of the Model, perform
|
| 194 |
+
processing of personal data on Your behalf, jointly with You, or under Your instructions.
|
| 195 |
+
|
| 196 |
+
10.3 Compliance with Data Protection Laws
|
| 197 |
+
|
| 198 |
+
If Your use of the Model, software, weights, or artifacts involves personal data,
|
| 199 |
+
You are solely responsible for ensuring compliance with all applicable data protection,
|
| 200 |
+
privacy, secrecy, cybersecurity, and sector-specific laws and regulations in the
|
| 201 |
+
relevant jurisdiction(s).
|
| 202 |
+
|
| 203 |
+
This includes, where applicable:
|
| 204 |
+
|
| 205 |
+
(a) identifying and documenting an appropriate legal basis;
|
| 206 |
+
(b) providing required notices and transparency measures;
|
| 207 |
+
(c) implementing adequate technical and organizational safeguards;
|
| 208 |
+
(d) honoring data subject rights; and
|
| 209 |
+
(e) carrying out any impact assessments, contractual measures, or transfer mechanisms
|
| 210 |
+
required by law.
|
| 211 |
+
|
| 212 |
+
10.4 No Data Processing by Licensor Through Mere Distribution
|
| 213 |
+
|
| 214 |
+
The mere making available, download, possession, or local execution of the Model
|
| 215 |
+
does not, by itself, create a processor, controller, joint-controller, fiduciary,
|
| 216 |
+
operator, or analogous relationship between the Licensor and You.
|
| 217 |
+
|
| 218 |
+
10.5 No Authorization for Unlawful Data Use
|
| 219 |
+
|
| 220 |
+
Nothing in this License authorizes You to input, process, transmit, or otherwise
|
| 221 |
+
use personal data unlawfully, nor does this License shift to the Licensor any
|
| 222 |
+
responsibility arising from Your independent processing activities.
|
| 223 |
+
|
| 224 |
+
11. Patent License
|
| 225 |
+
|
| 226 |
+
Subject to Your compliance with this License, the Licensor grants You a limited,
|
| 227 |
+
non-exclusive, non-transferable, non-sublicensable patent license, solely to the
|
| 228 |
+
extent of patent claims licensable by the Licensor that would necessarily be infringed
|
| 229 |
+
by the permitted use of the Model under this License.
|
| 230 |
+
|
| 231 |
+
This patent license does not extend to:
|
| 232 |
+
|
| 233 |
+
(a) any Commercial Use;
|
| 234 |
+
(b) any Government Use;
|
| 235 |
+
(c) any combination of the Model with other technology except as necessary for a
|
| 236 |
+
permitted use under this License; or
|
| 237 |
+
(d) any Derivative Model except to the extent necessarily required for a use permitted
|
| 238 |
+
under this License.
|
| 239 |
+
|
| 240 |
+
If You initiate patent litigation claiming that the Model or a contribution embodied
|
| 241 |
+
in the Model infringes a patent, any patent license granted to You under this License
|
| 242 |
+
terminates automatically as of the filing date of such claim.
|
| 243 |
+
|
| 244 |
+
12. No Warranty
|
| 245 |
+
|
| 246 |
+
THE MODEL IS PROVIDED "AS IS", "WITH ALL FAULTS", AND WITHOUT WARRANTIES OF ANY KIND,
|
| 247 |
+
WHETHER EXPRESS, IMPLIED, STATUTORY, OR OTHERWISE, INCLUDING WITHOUT LIMITATION ANY
|
| 248 |
+
WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE, NON-INFRINGEMENT,
|
| 249 |
+
ACCURACY, PERFORMANCE, OR THAT THE MODEL WILL BE ERROR-FREE OR UNINTERRUPTED.
|
| 250 |
+
|
| 251 |
+
13. Limitation of Liability
|
| 252 |
+
|
| 253 |
+
TO THE MAXIMUM EXTENT PERMITTED BY LAW, THE LICENSOR SHALL NOT BE LIABLE FOR ANY INDIRECT,
|
| 254 |
+
INCIDENTAL, SPECIAL, CONSEQUENTIAL, EXEMPLARY, OR PUNITIVE DAMAGES, OR FOR ANY LOSS OF
|
| 255 |
+
PROFITS, REVENUE, DATA, GOODWILL, OR BUSINESS INTERRUPTION, ARISING OUT OF OR RELATING
|
| 256 |
+
TO THE MODEL OR THIS LICENSE.
|
| 257 |
+
|
| 258 |
+
TO THE MAXIMUM EXTENT PERMITTED BY LAW, THE MODEL IS MADE AVAILABLE FOR RESTRICTED
|
| 259 |
+
NONCOMMERCIAL USE, AND YOU ASSUME ALL RISKS ASSOCIATED WITH YOUR USE, MODIFICATION,
|
| 260 |
+
DEPLOYMENT, DISTRIBUTION, OR PROCESSING ACTIVITIES.
|
| 261 |
+
|
| 262 |
+
Nothing in this License excludes liability to the extent such exclusion is prohibited
|
| 263 |
+
by applicable law.
|
| 264 |
+
|
| 265 |
+
14. Termination
|
| 266 |
+
|
| 267 |
+
This License terminates automatically if You breach any term of this License.
|
| 268 |
+
|
| 269 |
+
If the Licensor notifies You of a first breach and the breach is curable, Your rights
|
| 270 |
+
under this License will be reinstated automatically if You cure the breach within
|
| 271 |
+
30 days after receipt of notice.
|
| 272 |
+
|
| 273 |
+
Upon termination, You must immediately cease all use, distribution, and deployment
|
| 274 |
+
of the Model and all Derivative Models unless and until You obtain a separate written
|
| 275 |
+
license from the Licensor.
|
| 276 |
+
|
| 277 |
+
Sections 1, 4, 5, 6.2, 6.3, 7, 8, 9, 10, 11, 12, 13, 14, and 15 survive termination.
|
| 278 |
+
|
| 279 |
+
15. Governing Law; Contact
|
| 280 |
+
|
| 281 |
+
This License shall be governed by and construed in accordance with the laws of Brazil,
|
| 282 |
+
excluding conflict-of-law rules.
|
| 283 |
+
|
| 284 |
+
Any dispute arising out of or relating to this License shall be submitted to the courts
|
| 285 |
+
of the Capital of the State of Sao Paulo, Brazil, unless applicable mandatory law
|
| 286 |
+
requires otherwise.
|
| 287 |
+
|
| 288 |
+
For commercial licensing, enterprise licensing, government licensing, hosted/API rights,
|
| 289 |
+
OEM/embedded rights, or other institutional arrangements, contact:
|
| 290 |
+
|
| 291 |
+
commercial@dharma-ai.com.br
|
| 292 |
+
DHARMA-AI S.A.
|
| 293 |
+
https://dharma-ai.com.br/
|