diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..bed0738c7eeb449bca98b5d2f33c89a1ee56349a --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.avro 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 +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds 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 +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..087b7f65e784135d88721a0bca91ae2c821b2f30 --- /dev/null +++ b/README.md @@ -0,0 +1,305 @@ +--- +pretty_name: FineMed-fr +language: + - fr +license: + - odc-by + - cc-by-sa-4.0 +task_categories: + - fill-mask + - text-generation +size_categories: + - 10M + FineMed-fr: A large-scale French medical corpus annotated along multiple quality axes + + + + + +

+🤗 Blog | +💻 Code | +🌐 FineMed | +🩺 DoctoBERT +

+ +## 📚 Introduction + +**FineMed-fr** is a large, openly available corpus of French medical text for language-model pretraining: **21.1M documents** and **19.2B words** of real-world medical writing, annotated along several quality axes. + +The corpus is drawn from three heterogeneous open-web sources ([FineWeb-2](https://huggingface.co/datasets/HuggingFaceFW/fineweb-2), +[FinePDFs](https://huggingface.co/datasets/HuggingFaceFW/finepdfs), and +[FineWiki](https://huggingface.co/datasets/HuggingFaceFW/finewiki)), which together provide the scale, source +diversity, and stylistic range that curated medical corpora often lack. We keep only the French medical +content, then label every surviving document along three axes: + +- **Subdomain**: which of 15 medical subdomains the document belongs to, separating biomedical and + clinical writing (e.g. scientific papers, clinical guidelines) from consumer-facing material + (e.g. wellness blogs, commercial health pages). +- **Educational quality**: how instructive the document is for medical education, scored 0–5 on an + additive rubric adapted from [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu). +- **Medical-term density**: the richness of medical terminology, measured as the fraction of + characters that fall inside extracted medical-term spans. + +We release the corpus unfiltered so you can set your own thresholds on the annotation columns to fit your task. + +## 🆕 What's New + +- **v1.0** (2026-06): first release. + +## 🚀 How to Use + +```python +from datasets import load_dataset + +ds = load_dataset("doctolib-lab/finemed-fr", split="train") # fineweb-2 (default) +ds = load_dataset("doctolib-lab/finemed-fr", "finepdfs", split="train") +ds = load_dataset("doctolib-lab/finemed-fr", "finewiki", split="train") +``` + +Because the corpus is released unfiltered, downstream filtering is left to the user. For example, to retain only high-quality, term-dense documents: + +```python +filtered = ds.filter( + lambda x: x["edu_quality_normalized_score"] >= 4 and x["medical_entity_density"] >= 0.10, + num_proc=8, +) +``` + +## 🔧 Curation Pipeline + +The three source corpora have already undergone standard LLM-pretraining curation upstream (language ID, +heuristic quality filtering, deduplication), which we inherit as a quality baseline. Beyond this baseline, +we apply two further steps: + +1. **Medical prefiltering.** Medical content constitutes only a small fraction of each source and is + further diluted by commercial pages. We run a [multilingual domain classifier](https://huggingface.co/nvidia/multilingual-domain-classifier) + (a DeBERTa-v3 covering 26 domains) over the first 512 tokens of each document and retain only those + whose top-1 predicted label is `Health`, reducing each source to 5.3% of FineWeb-2, 7.7% of FinePDFs, + and 1.5% of FineWiki (by document). +2. **Multi-axis annotation.** Every retained document is then labeled by three dedicated lightweight + annotators, each fine-tuned via two-stage knowledge distillation from LLM teachers (a smaller + teacher providing high-volume supervision, followed by a larger teacher providing high-quality + supervision): + - A [subdomain classifier](https://huggingface.co/doctolib-lab/finemed-subdomain-classifier-fr) takes the document text and URL as input and predicts one of 15 medical subdomains; + - An [educational-quality scorer](https://huggingface.co/doctolib-lab/finemed-edu-scorer-fr) takes the document text and regresses a 0–5 educational-quality score; + - A [medical-entity extractor](https://huggingface.co/doctolib-lab/finemed-entity-extractor-fr) identifies medical-term spans, whose character coverage defines the medical-term density. + + Distilling each annotator from its LLM teachers, rather than applying an LLM directly across the full + corpus, reduces annotation cost by roughly an order of magnitude. + +**Subdomain.** `health_domain_classification_best_class` is one of these 15 values: + +| subdomain | description | +| --------- | ----------- | +| Clinical cases & vignettes | Single-patient narratives: presentation, evaluation, management, outcomes; case-based teaching. | +| Clinical guidelines & pathways | Non-patient-specific recommendations, algorithms, and standards; named guidelines or consensus statements. | +| Patient education & lifestyle | Consumer-facing explanations and how-to advice on prevention, self-care, symptoms, diet, fitness, mental well-being. | +| Wellness, supplements & CAM | Botanicals, vitamins, supplements, complementary or alternative therapies outside mainstream clinical guidance. | +| Public health, policy & programs | Population surveillance, epidemiology, screening, laws and regulation, financing and insurance, community guidance. | +| Commercial & promotional | Marketing or sales content: pricing, booking, calls-to-action, affiliate/SEO, comparative ads, testimonials. | +| Drugs, trials & regulation | Drug development and evaluation: clinical trials, approvals and labels, PK/PD, safety monitoring, pharmacovigilance. | +| Biomedical & mechanistic science | Experimental or preclinical research: labs, omics, pathways, cell/animal models, assays, mechanisms. | +| Medical devices, diagnostics & imaging | Device or modality descriptions and clinical use; diagnostics, wearables, sensors, imaging. | +| Health IT, telemedicine & operations | EHR/EMR, data standards, interoperability, analytics, telemedicine, workflow, staffing, procurement, logistics. | +| Occupational health & safety | Workplace hazards, exposures, PPE, training, and compliance with occupational regulations. | +| Health workforce education & training | Professional curricula, CME, certification, simulation, residency/fellowship information. | +| Health services & facilities | Neutral descriptions of care-delivery models, service lines, facility capabilities, long-term/residential care. | +| Other health | Health-related content that is unclear or insufficient to classify under the other subdomains. | +| Others | Not clearly health-related, too brief, or lacking detail (e.g. navigation/boilerplate). | + +**Medical-term classes.** `medical_entities` groups the extracted terms under these 8 keys (taxonomy adapted from UMLS): + +| class | covers | +| ----- | ------ | +| `disease` | disease, syndrome, infection, cancer, injury, symptom, clinical finding, mental disorder | +| `drug` | prescription medication, vaccine, therapeutic compound, drug class, contrast agent | +| `body_part` | organ, tissue, bone, muscle, blood vessel, nerve, cell, body fluid, anatomical region | +| `medical_procedure` | surgery, diagnostic test, medical examination, laboratory test, imaging procedure | +| `molecular_marker` | gene, protein, enzyme, receptor, genetic variant, biochemical analyte | +| `clinical_device` | surgical tool, implant, prosthetic, diagnostic scanner, monitoring equipment | +| `vital_function` | heart rate, blood pressure, respiratory rate, temperature, oxygen saturation | +| `living_beings` | bacterium, virus, fungus, parasite, pathogen, model organism | + +**Educational quality.** `edu_quality_normalized_score` runs from 0 (not useful) to 5 (excellent) for +medical education; `edu_quality_score` is the raw value before rounding. The exact rubric used to prompt +the LLM annotators is in [`edu_quality_annotation_prompt.txt`](https://huggingface.co/datasets/doctolib-lab/finemed-fr/blob/main/assets/edu_quality_annotation_prompt.txt). + +## 📊 Dataset Statistics + +Each source is provided as a separate config. Per-source statistics: + +| config | source | documents | words | median words/doc | +| ------------ | -------------------- | ---------: | ------: | ---------------: | +| `fineweb-2` | FineWeb-2 (fra_Latn) | 18,888,234 | 12.03 B | 346 | +| `finepdfs` | FinePDFs (fra_Latn) | 2,137,275 | 7.16 B | 766 | +| `finewiki` | FineWiki (frwiki) | 38,620 | 26.55 M | 283 | +| **total** | | 21,064,129 | 19.21 B | 369 | + + + +Annotation values vary substantially across subdomains. Distribution of educational-quality scores across the 15 subdomains: + +![Educational quality by subdomain](assets/all_edu_quality_by_subtopic_count.png) + +Distribution of medical-term density across the same subdomains: + +![Medical-term density by subdomain](assets/all_medical_entity_density_by_domain.png) + +Per-source versions of both plots are available in [assets/](https://huggingface.co/datasets/doctolib-lab/finemed-fr/tree/main/assets). + + + +## 📋 Data Fields + +All configs share these columns: + +| column | type | description | +| ------ | ---- | ----------- | +| `text` | string | document text | +| `id` | string | source document id (matches the id in the source dataset) | +| `url` | string | source URL | +| `num_words` | int64 | whitespace word count | +| `domain_classification_best_class` / `_best_score` / `_scores` | string / double / list | prefilter domain classifier output (the medical subset is `Health`) | +| `health_domain_classification_best_class` / `_best_score` / `_scores` | string / double / list | 15-class medical-subdomain classifier output | +| `edu_quality_score` / `edu_quality_normalized_score` | double / int64 | educational-quality scorer (FineWeb-Edu rubric adapted to medicine); raw score and its 0–5 rounded form | +| `medical_entities` | struct | extracted medical terms grouped into 8 classes; each class is a deduplicated list of surface strings | +| `medical_entity_density` | float | fraction of characters covered by those terms, measured over the document's middle 512-token window (or the whole document when it is shorter than 512 tokens) | + +Source-specific provenance columns: + +- `fineweb-2`: `dump`, `date`, `file_path`, `language`, `language_score`, `language_script`, `minhash_cluster_size`, `top_langs` +- `finepdfs`: `dump`, `date`, `file_path`, `offset`, `token_count`, `language`, `page_average_lid`, `page_average_lid_score`, `full_doc_lid`, `full_doc_lid_score`, `per_page_languages`, `is_truncated`, `extractor`, `page_ends` +- `finewiki`: `wikiname`, `page_id`, `title`, `date_modified`, `in_language`, `wikidata_id`, `bytes_html`, `wikitext`, `version`, `infoboxes`, `has_math` + +**Example record.** A full `fineweb-2` row (provenance columns differ for the other configs): + +```json +{ + "text": "Attention L'actualité thérapeutique sur le VIH évolue rapidement ... Pneumopathie bactérienne chez les patients infectés par le VIH ...", + "id": "", + "dump": "CC-MAIN-2014-10", + "url": "http://www.actions-traitements.org/spip.php?article1961", + "date": "2014-03-10T06:59:32Z", + "file_path": "s3://commoncrawl/crawl-data/CC-MAIN-2014-10/segments/.../CC-MAIN-...-00091-....warc.gz", + "language": "fra", + "language_score": 0.9974, + "language_script": "Latn", + "minhash_cluster_size": 7, + "top_langs": "{}", + "domain_classification_scores": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], + "domain_classification_best_class": "Health", + "domain_classification_best_score": 1.0, + "num_words": 600, + "health_domain_classification_scores": [0.0092, 0.0349, 0.832, 0.0, 0.0267, 0.0, 0.0001, 0.0001, 0.0001, 0.0, 0.0001, 0.0, 0.0043, 0.0933, 0.0], + "health_domain_classification_best_class": "Clinical guidelines & pathways", + "health_domain_classification_best_score": 0.832, + "edu_quality_score": 4.75, + "edu_quality_normalized_score": 5, + "medical_entities": { + "disease": ["pneumonie", "méningites", "fièvre", "sida", "..."], + "drug": ["traitement antirétroviral"], + "body_part": [], "medical_procedure": [], "molecular_marker": [], + "clinical_device": [], "vital_function": [], + "living_beings": ["Streptococcus pneumoniae", "Klebsiella pneumoniae", "VIH", "..."] + }, + "medical_entity_density": 0.242 +} +``` + +*(a real FineWeb-2 row; `text`, `file_path`, and entity lists trimmed for display)* + + + +## ⚖️ Licensing + +FineMed-fr inherits the licenses of its source datasets: + +- `fineweb-2` and `finepdfs`: ODC-BY 1.0 (as in the upstream FineWeb releases) +- `finewiki`: CC BY-SA 4.0 (derived from Wikipedia) + +## ⚠️ Considerations + +FineMed-fr consists of public text from the web, PDFs, and Wikipedia, restricted to medical content. +As real-world web data, it may contain personal information, and medical pages may reference protected +health information. All such content was already publicly accessible, and we did not remove or mask it. +The corpus has not been clinically validated and does not constitute medical advice. Users handling +personal or health data should perform de-identification before use. + +## 🏛️ Acknowledgments + +This work was granted access to the HPC resources of IDRIS (Jean Zay) under the allocations 2025-AD011016291 and 2026-A0200617487 made by GENCI. diff --git a/assets/all_edu_quality_by_subtopic_count.png b/assets/all_edu_quality_by_subtopic_count.png new file mode 100644 index 0000000000000000000000000000000000000000..90c8df4aca7c045affd53eab75e86e8ae01b81a5 --- /dev/null +++ b/assets/all_edu_quality_by_subtopic_count.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fcdf3128d858a553bf2121c80254a6edc82748defebc4039e96780ce0dd95c56 +size 419973 diff --git a/assets/all_medical_entity_density_by_domain.png b/assets/all_medical_entity_density_by_domain.png new file mode 100644 index 0000000000000000000000000000000000000000..da2d76fb69cb90545793b56d9deca5265123aa5b --- /dev/null +++ b/assets/all_medical_entity_density_by_domain.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:800435397a936d482f5b6beb9fbb7724f0f7295b7c3b7bb7b82acc0a1bf173ab +size 738704 diff --git a/assets/diagram_plain.svg b/assets/diagram_plain.svg new file mode 100644 index 0000000000000000000000000000000000000000..5eac20114e5d90ca2e7921b818d81064329f26bd --- /dev/null +++ b/assets/diagram_plain.svg @@ -0,0 +1,912 @@ + +OUTPUTSDoctoBERTMedical EncoderFineMed-filteredFineMed-rephrasedSTEP 3RECIPELLM Rephrasing (2-stage)(Genre, Audience) ProposalRewritingRegister × Abbreviation SamplingFilteringEdu ≥ 4 ∩ Med-term ≥ 0.1STEP 2MULTI-AXISANNOTATIONstudentSubdomain15-class classifierstudentEducational QualityRegression 0–5studentMedical-Term DensityEntity extractorRetained medical documentsSTEP 1SOURCES &PREFILTERINGFineWeb-2wwwFinePDFsPDFFineWikiwikiMultilingual Domain ClassifierLLM TeachersDistillationcoarse selection:Edu ≥ 1 ∩ Med-term ≥ 0.01FineMed diff --git a/assets/edu_quality_annotation_prompt.txt b/assets/edu_quality_annotation_prompt.txt new file mode 100644 index 0000000000000000000000000000000000000000..5897eaa793ed21445fd77c5eaa22b6d3c9a75e27 --- /dev/null +++ b/assets/edu_quality_annotation_prompt.txt @@ -0,0 +1,48 @@ +Below is a proposed rubric to evaluate the quality of health-related content on +web pages. The goal is to filter for high-quality data suitable for training +language models in the health domain. Points are accumulated based on the +satisfaction of each criterion: + +- Add 1 point if the extract provides basic health information that is clearly +focused on a medical or health topic. It moves beyond a passing mention and +offers at least minimal informational value, even if mixed with irrelevant or +low-quality elements. + +- Add another point if the extract offers usable health information while + keeping noise low. Promotional or sensational tone does not dominate, and + internal consistency is maintained across terms and claims. This tier reflects + baseline rigor without assessing external truth. + +- Award a third point for specificity, density, and domain precision. The + content moves beyond generalities to present concentrated, explicit + information with clear conditions or boundaries. Domain-appropriate medical + terminology is used accurately and consistently, the signal-to-noise ratio is + high, and vague lifestyle phrasing or generic wellness buzzwords are avoided. + Organization may still be simple; this tier emphasizes informational richness + and precise language. + +- Grant a fourth point if the extract is coherent and well-structured. + Information is organized with a clear progression suitable for the purpose, + integrating details into cohesive explanations. Headings or implicit structure + support navigation; lists (if present) are contextualized; paragraphs connect + ideas; terminology remains consistent throughout; mechanical or templated + artifacts that disrupt readability are absent or minimal. + +- Bestow a fifth point for expert synthesis or actionable guidance. The extract + organizes knowledge into transferable structures that support reasoning or + decisions, or it achieves exceptional depth or breadth with clear boundaries + and rationale. Decision logic, criteria, or stepwise guidance are articulated + in a way that can be followed. Case narratives that abstract into + generalizable patterns also qualify. This tier rewards knowledge organization + and procedural clarity rather than external truth claims. + +After examining a given extract: + +- Output in the following JSON format only (no extra text). +- Briefly justify your total score, up to 100 words. +- Conclude with an overall quality score as an integer from 0 to 5. + +{ + "reasoning": "", + "score": "<0-5 integer>" +} diff --git a/assets/finepdfs_edu_quality_by_subtopic_count.png b/assets/finepdfs_edu_quality_by_subtopic_count.png new file mode 100644 index 0000000000000000000000000000000000000000..c36382d12ec4e981c1e30baf36cf686804069a99 --- /dev/null +++ b/assets/finepdfs_edu_quality_by_subtopic_count.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4dbd1aa03c3c81cf93bcbfa05afa9397e1c582108d1119957bac2f25d9cf0945 +size 422464 diff --git a/assets/finepdfs_medical_entity_density_by_domain.png b/assets/finepdfs_medical_entity_density_by_domain.png new file mode 100644 index 0000000000000000000000000000000000000000..cbce6e661e129ac1862a0005600d9018c6e19bb2 --- /dev/null +++ b/assets/finepdfs_medical_entity_density_by_domain.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ddda2ed0c72d7f2f4ab2f408dc42108efdc23c16a725f3d4225bf3dee92bab25 +size 754296 diff --git a/assets/fineweb-2_edu_quality_by_subtopic_count.png b/assets/fineweb-2_edu_quality_by_subtopic_count.png new file mode 100644 index 0000000000000000000000000000000000000000..10b863852ba3f2446c93ebad93f0cca6f11d1668 --- /dev/null +++ b/assets/fineweb-2_edu_quality_by_subtopic_count.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf2bbc15fb861a1781c0d80ae57879215c79db33a222fe3691dfed25759a8c62 +size 420120 diff --git a/assets/fineweb-2_medical_entity_density_by_domain.png b/assets/fineweb-2_medical_entity_density_by_domain.png new file mode 100644 index 0000000000000000000000000000000000000000..7f9b994ec400479057df0ef2e32dabb36d655ab9 --- /dev/null +++ b/assets/fineweb-2_medical_entity_density_by_domain.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2635e3fa8e63a34b5c6c2d0a9ad652154825a364cf35d2d3df3d73f446fc4b74 +size 741816 diff --git a/assets/finewiki_edu_quality_by_subtopic_count.png b/assets/finewiki_edu_quality_by_subtopic_count.png new file mode 100644 index 0000000000000000000000000000000000000000..1569302a7d786dd3454c443371b8f4c8513b261b --- /dev/null +++ b/assets/finewiki_edu_quality_by_subtopic_count.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e860cdf121b55972071156e45773f80bc9f106b2af6279584861950b3f8df19b +size 418463 diff --git a/assets/finewiki_medical_entity_density_by_domain.png b/assets/finewiki_medical_entity_density_by_domain.png new file mode 100644 index 0000000000000000000000000000000000000000..b239dab72c91c11322528edec5f7c16bc45f2e98 --- /dev/null +++ b/assets/finewiki_medical_entity_density_by_domain.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ddcf8d68f70953a7155ff9670272e2491191c743cc33af8ecd9f733697970ae +size 733907 diff --git a/assets/logo_doctobert.png b/assets/logo_doctobert.png new file mode 100644 index 0000000000000000000000000000000000000000..94037c71de125e655ca4932f6b6e99ea516a9e25 --- /dev/null +++ b/assets/logo_doctobert.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eee56ba4273f97ff114bc7f02eca24eecf15d779e1bf712117c4bc375ea9f523 +size 1173605 diff --git a/assets/logo_finemed.png b/assets/logo_finemed.png new file mode 100644 index 0000000000000000000000000000000000000000..5549e23447faff0b0b2e8c584562839274b24675 --- /dev/null +++ b/assets/logo_finemed.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c86051bf39cb2bee93f80c2290f425ded2c416f278414fe3fa5c4fedfda7c8cc +size 1198407 diff --git a/data/finepdfs/00000_00000.parquet b/data/finepdfs/00000_00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..76f88551976eff10f360bcef6ae9c36181921616 --- /dev/null +++ b/data/finepdfs/00000_00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b73a78bf7bcba06fd62cc9a8bb17909fb5a7eb9880a12a7a3b0d89eec133a5b +size 1268479719 diff --git a/data/finepdfs/00000_00001.parquet b/data/finepdfs/00000_00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..559e83003680a29afc4456c4811c7f37f0d9cf28 --- /dev/null +++ b/data/finepdfs/00000_00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a15aa17b9edc6487f78655c7ee11aeb7f2a2976f171b8a5ba1c43bef075019be +size 1238273273 diff --git a/data/finepdfs/00000_00002.parquet b/data/finepdfs/00000_00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..01c17c7aa544efce25f7db2a5d9b3c524cabe18f --- /dev/null +++ b/data/finepdfs/00000_00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d4cbbdf8286f440dac189fd9ab8a32847cda60707b27628dc7dcafe2e23f5b0b +size 1237730438 diff --git a/data/finepdfs/00000_00003.parquet b/data/finepdfs/00000_00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..5bd3df25c4c989c7c58ca0d079fb9c1e058a8306 --- /dev/null +++ b/data/finepdfs/00000_00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2969f12babad7c49fda2971227fcb5eb5e2a9832574d401879b4f327b113f29 +size 1214229852 diff --git a/data/finepdfs/00000_00004.parquet b/data/finepdfs/00000_00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f704b6d693d885b12efb2c6d6ac42f4bad96f91c --- /dev/null +++ b/data/finepdfs/00000_00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae10a973c57d2c0fa734d114e9410d566f60be82f39069d70678b10642a758b7 +size 1216907886 diff --git a/data/finepdfs/00000_00005.parquet b/data/finepdfs/00000_00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..596deff36d19827c0f99e74dcf61930d7033ff51 --- /dev/null +++ b/data/finepdfs/00000_00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d4cc68e79bfdfc9ba882d5736e8be80f53a5be4315b8fde2653022dbe896bca8 +size 1208253484 diff --git a/data/finepdfs/00000_00006.parquet b/data/finepdfs/00000_00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4b9a717a5e2dbb4b76234fbc97ce80ed0d78b21c --- /dev/null +++ b/data/finepdfs/00000_00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:420a548161fb157c4fe3f0b071eafaf5a4eb75d62dbe7fda0b78065d1920f7b5 +size 1192510972 diff --git a/data/finepdfs/00000_00007.parquet b/data/finepdfs/00000_00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..84926facef60805b4a334c001c8d0f22a00ca8ff --- /dev/null +++ b/data/finepdfs/00000_00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47ed7ae44fe9f486f3a4bbf809cc4ff1fc5a7ff2848efea521e8a12c00812686 +size 163303177 diff --git a/data/finepdfs/00001_00000.parquet b/data/finepdfs/00001_00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..7b13536f1eb0fb5bcb1f81f496dbcb7b0df71506 --- /dev/null +++ b/data/finepdfs/00001_00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ffc4ed1ba5d0674156db225a4c89549eb2ddce9a75de465e43a86df9cd2d70b +size 1231807058 diff --git a/data/finepdfs/00001_00001.parquet b/data/finepdfs/00001_00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..e5d815a4609d1bea2a5b7e9d1f865870fb77fc89 --- /dev/null +++ b/data/finepdfs/00001_00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe12109d7ff401f1b343d5fbf31648a989e150c47b7eefa527a81a8dc32bfb8c +size 1188836690 diff --git a/data/finepdfs/00001_00002.parquet b/data/finepdfs/00001_00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a876a7f46ba70109fc8b46b7bef72d55ed4801ef --- /dev/null +++ b/data/finepdfs/00001_00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:516bc2ecab73d1b8431d7d1c83adc810b0e18d322b8e3a209f8d644b4153c27d +size 1200999699 diff --git a/data/finepdfs/00001_00003.parquet b/data/finepdfs/00001_00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a75eaaeab569961cb6d179f6e5b1efa0daa32351 --- /dev/null +++ b/data/finepdfs/00001_00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9fe0586d9876e5782a5dd3d67f723506962796de87e94dd3dedb9a21ff99d5e +size 1231981612 diff --git a/data/finepdfs/00001_00004.parquet b/data/finepdfs/00001_00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8a8ab48c2bb70fe70c264328c53ae24ff93d62f5 --- /dev/null +++ b/data/finepdfs/00001_00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:574558d2533ebc160d459438f5906ab9badc004fb7ae99d0145e7bfcd56ca8b3 +size 1234988674 diff --git a/data/finepdfs/00001_00005.parquet b/data/finepdfs/00001_00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..dfa6104c716e1027aac49e3b94073911fc56a345 --- /dev/null +++ b/data/finepdfs/00001_00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:254a070ddbc561acb14aaadad012eeee91c8729fcaf9b6a59f682c35c583fa5d +size 1199112769 diff --git a/data/finepdfs/00001_00006.parquet b/data/finepdfs/00001_00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..ffdcdf5b415ab73280057c12dadac714c5383520 --- /dev/null +++ b/data/finepdfs/00001_00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9a1f8cc5a236f12137b98ee7ae557a3044a4d2d5c5ded2fee4d3af99c8a2941 +size 1201110611 diff --git a/data/finepdfs/00001_00007.parquet b/data/finepdfs/00001_00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..eb27436a7b24d9e2a95cf1264fca614a9d82f857 --- /dev/null +++ b/data/finepdfs/00001_00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3904ffd78dc7aefb3eceb6b99331cf7e5c6a327e12c3ce2d1e6648f358ec69b9 +size 138914688 diff --git a/data/finepdfs/00002_00000.parquet b/data/finepdfs/00002_00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..71dfb60a87d970fdddb78182fb4d60698d49a153 --- /dev/null +++ b/data/finepdfs/00002_00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3fd2ec18f0be65a0e3603f3abf508b3e1724f609898f5016f0a146880e119ca +size 1217180252 diff --git a/data/finepdfs/00002_00001.parquet b/data/finepdfs/00002_00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..0e1e4e50ee7052a145746082b0c7ca59143e79b8 --- /dev/null +++ b/data/finepdfs/00002_00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:667c7294b8eba1bcdee342b1c863d6a5fdca9cde2d4eb5f6f48e65561be99951 +size 1199871424 diff --git a/data/finepdfs/00002_00002.parquet b/data/finepdfs/00002_00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f6711281112b7576e46c54d5f02f84796132dace --- /dev/null +++ b/data/finepdfs/00002_00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d5b79c7431a1cd3a2c4566483ea079465d4d1c3536333b6a28d9a4908f3eca6 +size 1171616028 diff --git a/data/finepdfs/00002_00003.parquet b/data/finepdfs/00002_00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..84a27af09dcbaf44c3806996e1565875bf2cb5ec --- /dev/null +++ b/data/finepdfs/00002_00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:deeb8f3777ae56c398bf776da5739dc51cb18db0fe0ec25b9b330ac924ade369 +size 1166608243 diff --git a/data/finepdfs/00002_00004.parquet b/data/finepdfs/00002_00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..1056009aa38856933dc032e2fdf1021a1ab1ed88 --- /dev/null +++ b/data/finepdfs/00002_00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30ec431d3729d4899340905586db49ec309de17416c46022624440cb0a06b91b +size 1174245843 diff --git a/data/finepdfs/00002_00005.parquet b/data/finepdfs/00002_00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2e1d59b9632b93799b60bab48ee0877399486e72 --- /dev/null +++ b/data/finepdfs/00002_00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f84fe8cc80fdc65ac2aff7d3c495b3fa4cab44bc95217b02d4787b2d2fa073e5 +size 1163804347 diff --git a/data/finepdfs/00002_00006.parquet b/data/finepdfs/00002_00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d56b90fe0bfa4315316f04583cdf8dbc7cfa4275 --- /dev/null +++ b/data/finepdfs/00002_00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:584c08a6cb0c89f0d1bdc612fc1d4d1e79fc77a10742b6510478dbd9876ba2a2 +size 1163100682 diff --git a/data/finepdfs/00002_00007.parquet b/data/finepdfs/00002_00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4f08fa7f9a0d6bb3a61c781d317707e5c88681b9 --- /dev/null +++ b/data/finepdfs/00002_00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38f57cfb093c7959534eff860eb85132b741c59c78a0a475cbe51d290c730c0c +size 139599427 diff --git a/data/fineweb-2/00000.parquet b/data/fineweb-2/00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..6996c52fc1ca17a61c433d3d48e9463a2651114d --- /dev/null +++ b/data/fineweb-2/00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16328d6f8e69a236e9131282d1d9164102aa580c0ecd714d273c3f42754aef92 +size 2767400853 diff --git a/data/fineweb-2/00001.parquet b/data/fineweb-2/00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9d6bf4eaba216c076cd16862bba71da75c6414f9 --- /dev/null +++ b/data/fineweb-2/00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6efc5f056fa6cfa0d5d35d20acfab9ea313f3d382b335a999cf289f24aaf4547 +size 2780061994 diff --git a/data/fineweb-2/00002.parquet b/data/fineweb-2/00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d92de7dc0a5eadd4261d0cefb88c57b9e1b5a1e3 --- /dev/null +++ b/data/fineweb-2/00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ef24edd4c615f0c36d731b5379bfc504410e169baeeabba81f61255bbd29adf +size 2767452840 diff --git a/data/fineweb-2/00003.parquet b/data/fineweb-2/00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..5c78edb7e7ca8507a113d29885cd0dfc98305cd8 --- /dev/null +++ b/data/fineweb-2/00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:755d0e8867bdf6721ecca0cb612d94fe1cbe0cc08ed7ee4b7487bf23cebb1eb9 +size 2765495596 diff --git a/data/fineweb-2/00004.parquet b/data/fineweb-2/00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..281e7435d8897168ee59383205c504c57ce667f1 --- /dev/null +++ b/data/fineweb-2/00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb2b7bdc164fbe997fe24950ef4c44648ff5ad712b0dcea32ba92dd656f27f0d +size 2783143434 diff --git a/data/fineweb-2/00005.parquet b/data/fineweb-2/00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..c01b19c65ae03e2c8c4a95cc78b0965ef25fa171 --- /dev/null +++ b/data/fineweb-2/00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32fa050770c6f95b59fd46e331320e808da3e8389b79011f3b7f2b1e6584c2cc +size 2839097538 diff --git a/data/fineweb-2/00006.parquet b/data/fineweb-2/00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..01ac663f933176d3a237e09a22fb8ff93143c7dc --- /dev/null +++ b/data/fineweb-2/00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1baf220018a74286ff4b9c160ce2b7456dfedba9cb25f076c20a1660a7d837df +size 2857820182 diff --git a/data/fineweb-2/00007.parquet b/data/fineweb-2/00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..70a16ff071eec16d21c229b48029ae334c786a90 --- /dev/null +++ b/data/fineweb-2/00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:86c4420da5e8baf4744c638f2e453264587b1a3be33a75a2f095190a38a44e03 +size 2876032596 diff --git a/data/fineweb-2/00008.parquet b/data/fineweb-2/00008.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8b365f628cfd9027c6d82b76d3c6eea74f42b8f0 --- /dev/null +++ b/data/fineweb-2/00008.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:995ed403348f7bf5c1b79216e7eb1814bc382bdeef725619a2723c3d562783d4 +size 2867635347 diff --git a/data/fineweb-2/00009.parquet b/data/fineweb-2/00009.parquet new file mode 100644 index 0000000000000000000000000000000000000000..0fb32dc1b030ad6f6d4c4941bc3c0b34cd362218 --- /dev/null +++ b/data/fineweb-2/00009.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f62039ab54ef2d21264c7b9fed2175d0c60906735d9e3efdc24c9813ae45f4d +size 2913729954 diff --git a/data/fineweb-2/00010.parquet b/data/fineweb-2/00010.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a364ac42aadf42e98b3fe1288952cf41d19237f1 --- /dev/null +++ b/data/fineweb-2/00010.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:931c4224354c8043f9ab678b3781ef82f31e073b0053afdcae17a92187080f94 +size 2965098552 diff --git a/data/fineweb-2/00011.parquet b/data/fineweb-2/00011.parquet new file mode 100644 index 0000000000000000000000000000000000000000..56f8d94e7f2e89411f75c8f12554b9bda2498dc2 --- /dev/null +++ b/data/fineweb-2/00011.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a1c7adc522df2798c1e91be48f5b2980e730651f4e9b113e0275282e40f8415 +size 2960428657 diff --git a/data/fineweb-2/00012.parquet b/data/fineweb-2/00012.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8d5b22ea86db241cd78b2beb56ebb289619f8ca1 --- /dev/null +++ b/data/fineweb-2/00012.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c572d08ee4802c6cc3223788952f7f001c0cb56824f3e2ec2d7f84428619b7d7 +size 2969662728 diff --git a/data/fineweb-2/00013.parquet b/data/fineweb-2/00013.parquet new file mode 100644 index 0000000000000000000000000000000000000000..1bae22c7841b77336af449f5578821d00c1da50f --- /dev/null +++ b/data/fineweb-2/00013.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c15538cb86d072d8d2e27570c549719630eac19e6cd19cff10bdaa1e75db4d6b +size 2985763664 diff --git a/data/fineweb-2/00014.parquet b/data/fineweb-2/00014.parquet new file mode 100644 index 0000000000000000000000000000000000000000..eb64d20a837b983e3608820cb03ed636008fed30 --- /dev/null +++ b/data/fineweb-2/00014.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce23da4e612e88ea64aa164c621563e8f1ce7cf3cfedfcd22bf1ec492d4de29d +size 3055408423 diff --git a/data/fineweb-2/00015.parquet b/data/fineweb-2/00015.parquet new file mode 100644 index 0000000000000000000000000000000000000000..bf5ff974b1ea6da8881ccdd5802e64e3d04ad744 --- /dev/null +++ b/data/fineweb-2/00015.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eef1c4b1f827971716088566d65ad15552523fa8fc3602fa28ef83df64b30863 +size 3076585844 diff --git a/data/fineweb-2/00016.parquet b/data/fineweb-2/00016.parquet new file mode 100644 index 0000000000000000000000000000000000000000..39ba30120c4c72aa11ee96f15eba34b3f586a237 --- /dev/null +++ b/data/fineweb-2/00016.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a45d33c81c31319565f87dacd4471657de81e0ee14cbfeba13b311eef6921ef5 +size 3081946279 diff --git a/data/fineweb-2/00017.parquet b/data/fineweb-2/00017.parquet new file mode 100644 index 0000000000000000000000000000000000000000..17c585feb0c6c0ce50300276f43017f0b38ad469 --- /dev/null +++ b/data/fineweb-2/00017.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:075776fb59aaa610f35f774adcfeacc8a362d267f056f3005464fbacc77c7a70 +size 3088908502 diff --git a/data/fineweb-2/00018.parquet b/data/fineweb-2/00018.parquet new file mode 100644 index 0000000000000000000000000000000000000000..328afec4ec1c92ced888ba777d1cc8ae79e8eb1c --- /dev/null +++ b/data/fineweb-2/00018.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4022567eb446669b9aa6afea88e70bb1e9576e6584e73d3ceefee50980101174 +size 3130558948 diff --git a/data/finewiki/00000_00000_00000.parquet b/data/finewiki/00000_00000_00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2197ca1d3e30f41cf9a5ae5beda6da390157e20c --- /dev/null +++ b/data/finewiki/00000_00000_00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ac58d32e042272c305a486d4d7850fdb97f2c4e0d6b0b034bd89cd4c281a7689 +size 310554388