From 9780898b3a50c00e7891615645520a5ced1e8e07 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 2 Sep 2026 12:02:13 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: prithivMLmods/Perseus-Doc-VL-0712 Source: Original Platform --- .gitattributes | 36 ++ README.md | 128 ++++++ added_tokens.json | 24 + chat_template.jinja | 7 + config.json | 3 + configuration.json | 1 + generation_config.json | 13 + merges.txt | 3 + model-00001-of-00004.safetensors | 3 + model-00002-of-00004.safetensors | 3 + model-00003-of-00004.safetensors | 3 + model-00004-of-00004.safetensors | 3 + model.safetensors.index.json | 736 +++++++++++++++++++++++++++++++ preprocessor_config.json | 29 ++ special_tokens_map.json | 31 ++ tokenizer.json | 3 + tokenizer_config.json | 3 + video_preprocessor_config.json | 44 ++ vocab.json | 3 + 19 files changed, 1076 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 added_tokens.json create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model-00001-of-00004.safetensors create mode 100644 model-00002-of-00004.safetensors create mode 100644 model-00003-of-00004.safetensors create mode 100644 model-00004-of-00004.safetensors create mode 100644 model.safetensors.index.json create mode 100644 preprocessor_config.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 video_preprocessor_config.json create mode 100644 vocab.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..5fe4355 --- /dev/null +++ b/README.md @@ -0,0 +1,128 @@ +--- +license: apache-2.0 +language: +- en +- zh +base_model: +- prithivMLmods/Camel-Doc-OCR-062825 +- Qwen/Qwen2.5-VL-7B-Instruct +pipeline_tag: image-text-to-text +library_name: transformers +tags: +- trl +- text-generation-inference +- image-captioning +- optical-character-recognition +- intelligent-character-recognition +- caption +- ocr +- visual-understanding +- art +- icr +- image-to-text +- vlm +- Doc-vl +datasets: +- prithivMLmods/OpenDoc-Pdf-Preview +- prithivMLmods/Corvus-OCR-Caption-Mix +- prithivMLmods/Openpdf-Analysis-Recognition +- prithivMLmods/Opendoc2-Analysis-Recognition +--- + +![1](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/PPzuZIqq0yb6v8TuN1lVT.png) + +# **Perseus-Doc-vl-0712** + +> The **Perseus-Doc-vl-0712** model is a fine-tuned version of *Qwen2.5-VL-7B-Instruct*, optimized for **Document Retrieval**, **Content Extraction**, and **Analysis Recognition**. Built on top of the Qwen2.5-VL architecture, this model enhances document comprehension capabilities with focused training on 450K image pairs from a mixture of captioning datasets, including 230K from Corvus-OCR-Caption-Mix dataset and other document modular datasets from modular combination of opensource datasets best for doc OCR captioning, image reasoning, visual analysis, working on all category of images with variational dimensions. + +# Key Enhancements + +* **Context-Aware Multimodal Extraction and Linking for Documents**: Advanced capability for understanding document context and establishing connections between multimodal elements within documents. + +* **Enhanced Document Retrieval**: Designed to efficiently locate and extract relevant information from complex document structures and layouts. + +* **Superior Content Extraction**: Optimized for precise extraction of structured and unstructured content from diverse document formats. + +* **Analysis Recognition**: Specialized in recognizing and interpreting analytical content, charts, tables, and visual data representations. + +* **State-of-the-Art Performance Across Resolutions**: Achieves competitive results on OCR and visual QA benchmarks such as DocVQA, MathVista, RealWorldQA, and MTVQA. + +* **Video Understanding up to 20+ minutes**: Supports detailed comprehension of long-duration videos for content summarization, Q\&A, and multi-modal reasoning. + +* **Visually-Grounded Device Interaction**: Enables mobile/robotic device operation via visual inputs and text-based instructions using contextual understanding and decision-making logic. + +# Quick Start with Transformers + +```python +from transformers import Qwen2_5_VLForConditionalGeneration, AutoTokenizer, AutoProcessor +from qwen_vl_utils import process_vision_info + +model = Qwen2_5_VLForConditionalGeneration.from_pretrained( + "prithivMLmods/Perseus-Doc-vl-0712", torch_dtype="auto", device_map="auto" +) + +processor = AutoProcessor.from_pretrained("prithivMLmods/Perseus-Doc-vl-0712") + +messages = [ + { + "role": "user", + "content": [ + { + "type": "image", + "image": "https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-VL/assets/demo.jpeg", + }, + {"type": "text", "text": "Describe this image."}, + ], + } +] + +text = processor.apply_chat_template( + messages, tokenize=False, add_generation_prompt=True +) +image_inputs, video_inputs = process_vision_info(messages) +inputs = processor( + text=[text], + images=image_inputs, + videos=video_inputs, + padding=True, + return_tensors="pt", +) +inputs = inputs.to("cuda") + +generated_ids = model.generate(**inputs, max_new_tokens=128) +generated_ids_trimmed = [ + out_ids[len(in_ids):] for in_ids, out_ids in zip(inputs.input_ids, generated_ids) +] +output_text = processor.batch_decode( + generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False +) +print(output_text) +``` + +> [!important] +For open data analysis dataset, the document's content is phrased for training with the Gemini 2.5-Pro and other models. + +> [!important] +Model type: Experimental. + +# Intended Use + +This model is intended for: + +* Context-aware multimodal extraction and linking for complex document structures. +* High-fidelity document retrieval and content extraction from various document formats. +* Analysis recognition of charts, graphs, tables, and visual data representations. +* Document-based question answering for educational and enterprise applications. +* Extraction and LaTeX formatting of mathematical expressions from printed or handwritten content. +* Retrieval and summarization from long documents, slides, and multi-modal inputs. +* Multilingual document analysis and structured content extraction for global use cases. +* Robotic or mobile automation with vision-guided contextual interaction. + +# Limitations + +* May show degraded performance on extremely low-quality or occluded images. +* Not optimized for real-time applications on low-resource or edge devices due to computational demands. +* Variable accuracy on uncommon or low-resource languages/scripts. +* Long video processing may require substantial memory and is not optimized for streaming applications. +* Visual token settings affect performance; suboptimal configurations can impact results. +* In rare cases, outputs may contain hallucinated or contextually misaligned information. \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..482ced4 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,24 @@ +{ + "": 151658, + "": 151657, + "<|box_end|>": 151649, + "<|box_start|>": 151648, + "<|endoftext|>": 151643, + "<|file_sep|>": 151664, + "<|fim_middle|>": 151660, + "<|fim_pad|>": 151662, + "<|fim_prefix|>": 151659, + "<|fim_suffix|>": 151661, + "<|im_end|>": 151645, + "<|im_start|>": 151644, + "<|image_pad|>": 151655, + "<|object_ref_end|>": 151647, + "<|object_ref_start|>": 151646, + "<|quad_end|>": 151651, + "<|quad_start|>": 151650, + "<|repo_name|>": 151663, + "<|video_pad|>": 151656, + "<|vision_end|>": 151653, + "<|vision_pad|>": 151654, + "<|vision_start|>": 151652 +} diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..6c22663 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,7 @@ +{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system +You are a helpful assistant.<|im_end|> +{% endif %}<|im_start|>{{ message['role'] }} +{% if message['content'] is string %}{{ message['content'] }}<|im_end|> +{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|> +{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant +{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..c9c0e81 --- /dev/null +++ b/config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d7529b8039d13ebc86330b7624c88281961f720a37d48ae7f2cf03d60a32c49 +size 3247 diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..159097f --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "others", "allow_remote": true} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 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