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--git a/PIPA/query.parquet b/PIPA/query.parquet new file mode 100644 index 0000000000000000000000000000000000000000..0ba78bc1518622bba2f2229aea9c020997d98182 --- /dev/null +++ b/PIPA/query.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34366f3f32f5f10d67b22dfdf36c59f0916afbb08a8f8c1a6687406735ff2bd4 +size 1070613 diff --git a/README-zh.md b/README-zh.md new file mode 100644 index 0000000000000000000000000000000000000000..a02a4aa02bf6e34399293f0813a287bb04fe5f91 --- /dev/null +++ b/README-zh.md @@ -0,0 +1,225 @@ +--- +pretty_name: MVEB-train +license: cc-by-nc-sa-4.0 +tags: + - embedding + - retrieval + - multimodal-embedding + - identity-retrieval + - benchmark +multi-modal: + Feature Extraction: + languages: + - en +configs: +- config_name: sample + default: true + data_files: + - split: COCOEdit + path: sample/COCOEdit.parquet + - split: Cars196 + path: sample/Cars196.parquet + - split: CompCars + path: sample/CompCars.parquet + - split: DukeMTMC + path: sample/DukeMTMC.parquet + - split: GLDV2 + path: sample/GLDV2.parquet + - split: GPTImageEdit + path: sample/GPTImageEdit.parquet + - split: IDMR + path: sample/IDMR.parquet + - split: IUST + path: sample/IUST.parquet + - split: Inshop + path: sample/Inshop.parquet + - split: MET + path: sample/MET.parquet + - split: MS_Celeb_1M + path: sample/MS-Celeb-1M.parquet + - split: MultiID + path: sample/MultiID.parquet + - split: PIPA + path: sample/PIPA.parquet + - split: Rp2k + path: sample/Rp2k.parquet + - split: SEED_Multi_Turn + path: sample/SEED_Multi_Turn.parquet + - split: SOP + path: sample/SOP.parquet + - split: SynCPR + path: sample/SynCPR.parquet + - split: VeRi776 + path: sample/VeRi776.parquet + - split: iCartoonFace + path: sample/iCartoonFace.parquet + - split: iNat + path: sample/iNat.parquet +--- + +# MVEB 训练集（Train Split） + +[English](README-en.md) | 简体中文 + +![MVEB Overview](assets/dataset.png) + +本仓库包含 [MVEB](https://chrisclear3.github.io/MVEB/)（Multimodal Visual identity Embedding Benchmark）的 **train** 划分。MVEB 是一个面向视觉 identity-level 检索数据集：给定一个查询（文本 + 图片），模型需要检索出属于同一视觉 ID 的候选（文本 + 图片）。 + +train 划分覆盖 **20 个子数据集**，横跨四类元任务： + +- **ID识别（Identity Recognition）** —— 物体 / 商品 / 物种识别 +- **Re-ID（Re-Identification）** —— 行人 / 人脸 / 车辆重识别 +- **ID定位（Identity Grounding）** —— 将查询定位到视觉ID +- **ID编辑（Identity Editing）** —— 编辑图像对上的检索 + +> **test** 划分单独发布，并包含 train 中没有的 **8 个额外 OOD 子集**（如 Product1m、Market1501、FORB、OpenGPT4o）。评测数据请见对应的 test 仓库。 + +> **部分子集不可再分发。** `CompCars`、`DukeMTMC`、`Inshop`、`IUST`、`MS-Celeb-1M`、`MultiID` **未包含**在本仓库中，请按 [重建受限子集](#重建受限子集) 一节在本地重建。其余 **14 个子集**以 parquet 形式随仓库提供。 + +## 目录结构 + +每个子集由三个部分组成： + +| 文件 | 说明 | +|------|------| +| `query.parquet` | 查询元数据（`instruction`、`text`、`pos_ids` 等） | +| `candidate.parquet` | 候选池元数据 | +| `media-*.parquet` | 去重后的媒体池（`image` / `video` / `audio`） | + +`query` 和 `candidate` 的每一行通过 `media_index` 引用共享的媒体池，因此每张图片只存储一次。 + +## 加载数据 + +每个子集对应三个 HuggingFace config：`{Subset}_media`、`{Subset}_query`、`{Subset}_candidate`，split 名为 `train`。 + +```python +from datasets import load_dataset + +repo = "HugC/MVEB-train" # Hub 仓库 id，或本地目录路径 + +query = load_dataset(repo, "Cars196_query", split="train") +candidate = load_dataset(repo, "Cars196_candidate", split="train") +media = load_dataset(repo, "Cars196_media", split="train") + +print(query[0]) +# {'id': '0', 'instance_id': '0', 'instruction': '...', 'text': '...', +# 'pos_ids': ['1', '2', ...], 'media_index': 0} +``` + +> **注意：** `load_dataset` 的第三个位置参数是 `data_dir` 而不是 `split`，请始终以关键字参数形式传入 `split="train"`。 + +### 图片解析 + +`query` 和 `candidate` parquet 中**不内嵌**图片，需要通过 `media_index` 解析： + +```python +from datasets import load_dataset + +repo = "HugC/MVEB-train" +query = load_dataset(repo, "Cars196_query", split="train") +media = load_dataset(repo, "Cars196_media", split="train") + +row = query[0] +image = media[row["media_index"]]["image"] # PIL.Image +``` + +### 字段结构（Schema） + +**query.parquet**（典型字段）： + +| 字段 | 类型 | 说明 | +|------|------|------| +| `id` | string | 查询样本 id | +| `instance_id` | string | 实例 id（部分子集没有该字段） | +| `instruction` | string | 系统指令 | +| `text` | string | 用户文本 | +| `pos_ids` | list[string] | 正例候选 id 列表 | +| `media_index` | int | 媒体池中的行索引 | + +**candidate.parquet** —— 与 query 类似，通常没有 `pos_ids`。 + +**media-*.parquet** —— 包含 `image`、`video`、`audio` 三列。当前仅有图片；`video` 与 `audio` 为未来多模态扩展预留。 + +## 重建受限子集 + +部分子集的原始数据受版权协议限制、不允许再分发，因此**未包含**在两个仓库中，需要从原始提供方在本地重建。`scripts/` 目录包含完整的重建流水线（**仅随本仓库分发**），同一套脚本会同时产出对应的 test 子集。 + +涉及的子集：`CompCars`、`DukeMTMC`、`Inshop`、`IUST`、`MS-Celeb-1M`、`MultiID`（train + test）以及 `Product1m`（仅 test）。 + +### 目录结构 + +``` +scripts/ +├── run.sh # 一键处理全部子集 +├── pack_media_parquet.py # 共享的 parquet 打包库 +└── / + ├── process.sh # 下载 -> 解压 -> 打包 + ├── process_.py # 按划分构建 parquet + └── train_test_split.json # 固定的 train/test 划分，保证重建结果可复现 +``` + +### 推荐操作顺序 + +请在运行脚本**之前**先下载两个仓库，使重建出的子集与已发布的子集落在同一目录下： + +```bash +huggingface-cli download HugC/MVEB-train --repo-type dataset --local-dir MVEB-train +huggingface-cli download HugC/MVEB-test --repo-type dataset --local-dir MVEB-test + +bash MVEB-train/scripts/run.sh # 处理全部子集 +bash MVEB-train/scripts/run.sh DukeMTMC # 只处理指定子集 +bash MVEB-train/scripts/run.sh --list # 查看可用子集列表 +``` + +不建议先跑脚本再下载仓库：下载不会删除本地已有文件，先前重建产生的旧 `media-*.parquet` 分片可能与下载的分片混在一起被同时读取。 + +### 路径配置 + +按上述目录布局无需任何配置。如需将输出放到其他位置，可通过以下环境变量覆盖： + +| 变量 | 含义 | 默认值 | +|------|------|--------| +| `MVEB_TRAIN_DIR` | train 子集的输出目录 | 本仓库（`scripts/` 的上一级） | +| `MVEB_TEST_DIR` | test 子集的输出目录 | 本仓库旁边的 `MVEB-test` | +| `MVEB_ROOT` | `downloads/`、`source/`、`logs/` 的暂存根目录 | 本仓库的上一级 | + +```bash +MVEB_TEST_DIR=/data/MVEB-test MVEB_ROOT=/scratch bash MVEB-train/scripts/run.sh +``` + +`MVEB_ROOT` 下的原始下载与解压图片仅在重建期间需要，完成后可以删除。 + +### 环境依赖 + +- `python3`，并安装 `datasets`、`pyarrow`、`pillow`、`tqdm`、`requests` +- `kaggle`（DukeMTMC、Inshop、IUST），需在 `~/.kaggle/kaggle.json` 配置 API token +- `huggingface-cli`（MS-Celeb-1M、MultiID）、`gdown`（CompCars）、`git`（Product1m） +- `unzip`、`zip`、`tar` + +`run.sh` 启动前会检查并提示缺失的命令。 + +### 失败后重跑 + +每个阶段都支持断点重跑，直接重新执行同一条命令即可： + +- 下载阶段会续传或跳过已获取的文件；`Product1m` 只补下缺失的图片 +- 解压阶段以成功后写入的 `.extracted` 标记为准，中断的解压会自动重做 +- parquet 打包阶段总是从头重写整个子集目录 + +单个子集失败不会中断其他子集。每个子集的日志写入 `${MVEB_ROOT}/logs/.log`，结束时的汇总会给出只重跑失败子集的命令。 + +如果 CompCars 报告分卷文件被截断，删除报错中指出的文件后重跑即可 —— `gdown` 仅按文件名跳过已存在的文件、不校验大小，因此不完整的分卷需要手动删除。 + +## 引用 + +如果 MVEB 对您的研究有帮助，请引用： + +```bibtex +@inproceedings{cao2026illuminating, + title={Illuminating Visual Identity in Universal Multimodal Embeddings}, + author={Cao, Jiawei and Feng, Junyi and Hua, Jiashen and Huang, Ziheng and Deng, Bing and Wu, Kaijie and Gu, Chaochen and Ye, Jieping}, + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, + pages={8737--8748}, + year={2026} +} +``` diff --git a/README.md b/README.md index e5f99753cd5578d5f86c70bb7da94c52f8fe692b..e863f68d60f0248e2c566d749fd7546267ac996f 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,243 @@ --- -license: cc-by-nc-4.0 +pretty_name: MVEB-train +license: cc-by-nc-sa-4.0 +tags: + - embedding + - retrieval + - multimodal-embedding + - identity-retrieval + - benchmark +multi-modal: + Feature Extraction: + languages: + - en +configs: +- config_name: sample + default: true + data_files: + - split: COCOEdit + path: sample/COCOEdit.parquet + - split: Cars196 + path: sample/Cars196.parquet + - split: CompCars + path: sample/CompCars.parquet + - split: DukeMTMC + path: sample/DukeMTMC.parquet + - split: GLDV2 + path: sample/GLDV2.parquet + - split: GPTImageEdit + path: sample/GPTImageEdit.parquet + - split: IDMR + path: sample/IDMR.parquet + - split: IUST + path: sample/IUST.parquet + - split: Inshop + path: sample/Inshop.parquet + - split: MET + path: sample/MET.parquet + - split: MS_Celeb_1M + path: sample/MS-Celeb-1M.parquet + - split: MultiID + path: sample/MultiID.parquet + - split: PIPA + path: sample/PIPA.parquet + - split: Rp2k + path: sample/Rp2k.parquet + - split: SEED_Multi_Turn + path: sample/SEED_Multi_Turn.parquet + - split: SOP + path: sample/SOP.parquet + - split: SynCPR + path: sample/SynCPR.parquet + - split: VeRi776 + path: sample/VeRi776.parquet + - split: iCartoonFace + path: sample/iCartoonFace.parquet + - split: iNat + path: sample/iNat.parquet --- + +# MVEB Train Split + +English | [简体中文](README.md) + +![MVEB Overview](assets/dataset.png) + +This repository contains the **train** split of [MVEB](https://chrisclear3.github.io/MVEB/) (Multimodal Visual identity Embedding Benchmark) — a benchmark for identity-level retrieval. Given a query (text + image), a model retrieves candidates (text + image) that belong to the same identity. + +The train split covers **20 subsets** across four meta-tasks: + +- **Identity Recognition** — object / product / species recognition +- **Re-Identification** — person / face / vehicle re-ID +- **Identity Grounding** — grounding queries to visual identities +- **Identity Editing** — retrieval over edited image pairs + +> The **test** split is published separately and includes **8 additional OOD subsets** not present in train (e.g. Product1m, Market1501, FORB, OpenGPT4o). See the corresponding test repository for evaluation data. + +> **Not every subset is redistributable.** `CompCars`, `DukeMTMC`, `Inshop`, +> `IUST`, `MS-Celeb-1M` and `MultiID` are **not shipped** in this repository — +> rebuild them locally as described in +> [Rebuilding Restricted Subsets](#rebuilding-restricted-subsets). The other +> **14 subsets** are included as parquet files. + +## Directory Layout + +Each subset is stored as three components: + +| File | Description | +|------|-------------| +| `query.parquet` | Query metadata (`instruction`, `text`, `pos_ids`, …) | +| `candidate.parquet` | Candidate-pool metadata | +| `media-*.parquet` | Deduplicated media pool (`image` / `video` / `audio`) | + +`query` and `candidate` rows reference the shared media pool via `media_index`, so each image is stored only once. + +## Loading Data + +Each subset exposes three HuggingFace configs: `{Subset}_media`, `{Subset}_query`, and `{Subset}_candidate`. The split name is `train`. + +```python +from datasets import load_dataset + +repo = "HugC/MVEB-train" # Hub repo id, or a local directory path + +query = load_dataset(repo, "Cars196_query", split="train") +candidate = load_dataset(repo, "Cars196_candidate", split="train") +media = load_dataset(repo, "Cars196_media", split="train") + +print(query[0]) +# {'id': '0', 'instance_id': '0', 'instruction': '...', 'text': '...', +# 'pos_ids': ['1', '2', ...], 'media_index': 0} +``` + +> **Note:** The third positional argument to `load_dataset` is `data_dir`, not `split`. Always pass `split="train"` as a keyword argument. + +### Resolving Images + +`query` and `candidate` parquets do **not** embed images. Resolve them through `media_index`: + +```python +from datasets import load_dataset + +repo = "HugC/MVEB-train" +query = load_dataset(repo, "Cars196_query", split="train") +media = load_dataset(repo, "Cars196_media", split="train") + +row = query[0] +image = media[row["media_index"]]["image"] # PIL.Image +``` + +### Schema + +**query.parquet** (typical fields): + +| Field | Type | Description | +|-------|------|-------------| +| `id` | string | Query sample id | +| `instance_id` | string | Identity / instance id (absent in some subsets) | +| `instruction` | string | System instruction | +| `text` | string | User text | +| `pos_ids` | list[string] | Positive candidate id list | +| `media_index` | int | Row index into the media pool | + +**candidate.parquet** — similar to query; usually without `pos_ids`. + +**media-*.parquet** — columns `image`, `video`, `audio`. Currently image-only; `video` and `audio` are reserved for future multimodal extensions. + +## Rebuilding Restricted Subsets + +A few subsets come from sources whose licences do not allow redistribution, so +they are **not shipped** in either repository and must be rebuilt locally from +the original providers. `scripts/` holds that pipeline for both splits — it is +shipped **only in this repository**, and the same scripts also produce the +corresponding test subsets. + +Covered subsets: `CompCars`, `DukeMTMC`, `Inshop`, `IUST`, `MS-Celeb-1M`, +`MultiID` (train + test) and `Product1m` (test only). + +### Layout + +``` +scripts/ +├── run.sh # one-click runner for all subsets +├── pack_media_parquet.py # shared parquet packing library +└── / + ├── process.sh # download -> extract -> pack + ├── process_.py # split-aware parquet builder + └── train_test_split.json # frozen split, keeps rebuilds reproducible +``` + +### Recommended Order + +Download both repositories **before** running the scripts, so that rebuilt +subsets land next to the already published ones: + +```bash +huggingface-cli download HugC/MVEB-train --repo-type dataset --local-dir MVEB-train +huggingface-cli download HugC/MVEB-test --repo-type dataset --local-dir MVEB-test + +bash MVEB-train/scripts/run.sh # all subsets +bash MVEB-train/scripts/run.sh DukeMTMC # selected subsets +bash MVEB-train/scripts/run.sh --list # show available subsets +``` + +Running the scripts first and downloading afterwards is discouraged: the +download never removes local files, so stale `media-*.parquet` shards from an +earlier rebuild could be picked up alongside the downloaded ones. + +### Paths + +With the layout above no configuration is needed. Override these environment +variables to place outputs elsewhere: + +| Variable | Meaning | Default | +|----------|---------|---------| +| `MVEB_TRAIN_DIR` | destination for train subsets | this repository (parent of `scripts/`) | +| `MVEB_TEST_DIR` | destination for test subsets | `MVEB-test` next to this repository | +| `MVEB_ROOT` | scratch space for `downloads/`, `source/`, `logs/` | parent of this repository | + +```bash +MVEB_TEST_DIR=/data/MVEB-test MVEB_ROOT=/scratch bash MVEB-train/scripts/run.sh +``` + +Raw downloads and extracted images under `MVEB_ROOT` are only needed while +rebuilding and can be deleted afterwards. + +### Requirements + +- `python3` with `datasets`, `pyarrow`, `pillow`, `tqdm`, `requests` +- `kaggle` (DukeMTMC, Inshop, IUST) with an API token in `~/.kaggle/kaggle.json` +- `huggingface-cli` (MS-Celeb-1M, MultiID), `gdown` (CompCars), `git` (Product1m) +- `unzip`, `zip`, `tar` + +`run.sh` reports missing commands before it starts. + +### Re-running After a Failure + +Every stage is resumable, so simply re-run the same command: + +- downloads resume or skip already fetched files; `Product1m` re-fetches only missing images +- extraction is guarded by an `.extracted` marker written on success, so an interrupted archive is redone +- parquet packing always rewrites the subset directory from scratch + +A failing subset does not abort the others. Per-subset logs are written to +`${MVEB_ROOT}/logs/.log`, and the final summary lists the command that +retries just the failed subsets. + +If CompCars reports a truncated split volume, delete the file it names and +re-run — `gdown` skips existing files by size-agnostic name matching, so a +partial volume has to be removed explicitly. + +## Citation + +If you find MVEB useful in your research, please cite: + +```bibtex +@inproceedings{cao2026illuminating, + title={Illuminating Visual Identity in Universal Multimodal Embeddings}, + author={Cao, Jiawei and Feng, Junyi and Hua, Jiashen and Huang, Ziheng and Deng, Bing and Wu, Kaijie and Gu, Chaochen and Ye, Jieping}, + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, + pages={8737--8748}, + year={2026} +} +``` \ No newline at end of file diff --git a/Rp2k/README.md b/Rp2k/README.md new file mode 100644 index 0000000000000000000000000000000000000000..75e28ea6890bec116928c91dbfc98b66e1d9dcf8 --- /dev/null +++ b/Rp2k/README.md @@ -0,0 +1,16 @@ +--- +pretty_name: Rp2k +configs: +- config_name: Rp2k_media + data_files: + - split: train + path: media-* +- config_name: Rp2k_query + data_files: + - split: train + path: query.parquet +- config_name: Rp2k_candidate + data_files: + - split: train + path: candidate.parquet +--- diff --git a/Rp2k/candidate.parquet b/Rp2k/candidate.parquet new file mode 100644 index 0000000000000000000000000000000000000000..01178389d77187d88fb5a1ad487f2bb063da33a7 --- /dev/null +++ b/Rp2k/candidate.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2532c6a5bcde9321cafc7e9a68cad09cbdfec0aef338a9e46529b6c8591007e1 +size 335154 diff --git a/Rp2k/media-00000-of-00003.parquet b/Rp2k/media-00000-of-00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..06a993ee26679feb03deb05ed5ffae6c04a8d7d9 --- /dev/null +++ b/Rp2k/media-00000-of-00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 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{"_type": "Value"}, "candidate_image": {"_type": "Image"}}, "splits": {"COCOEdit": {"name": "COCOEdit", "dataset_name": "MVEB-train"}, "Cars196": {"name": "Cars196", "dataset_name": "MVEB-train"}, "CompCars": {"name": "CompCars", "dataset_name": "MVEB-train"}, "DukeMTMC": {"name": "DukeMTMC", "dataset_name": "MVEB-train"}, "GLDV2": {"name": "GLDV2", "dataset_name": "MVEB-train"}, "GPTImageEdit": {"name": "GPTImageEdit", "dataset_name": "MVEB-train"}, "IDMR": {"name": "IDMR", "dataset_name": "MVEB-train"}, "IUST": {"name": "IUST", "dataset_name": "MVEB-train"}, "Inshop": {"name": "Inshop", "dataset_name": "MVEB-train"}, "MET": {"name": "MET", "dataset_name": "MVEB-train"}, "MS_Celeb_1M": {"name": "MS_Celeb_1M", "dataset_name": "MVEB-train"}, "MultiID": {"name": "MultiID", "dataset_name": "MVEB-train"}, "PIPA": {"name": "PIPA", "dataset_name": "MVEB-train"}, "Rp2k": {"name": "Rp2k", "dataset_name": "MVEB-train"}, "SEED_Multi_Turn": {"name": "SEED_Multi_Turn", "dataset_name": "MVEB-train"}, "SOP": {"name": "SOP", "dataset_name": "MVEB-train"}, "SynCPR": {"name": "SynCPR", "dataset_name": "MVEB-train"}, "VeRi776": {"name": "VeRi776", "dataset_name": "MVEB-train"}, "iCartoonFace": {"name": "iCartoonFace", "dataset_name": "MVEB-train"}, "iNat": {"name": "iNat", "dataset_name": "MVEB-train"}}}} \ No newline at end of file diff --git a/iCartoonFace/README.md b/iCartoonFace/README.md new file mode 100644 index 0000000000000000000000000000000000000000..77e132c072a972b12d96c1f02a5bf22abab0e58a --- /dev/null +++ b/iCartoonFace/README.md @@ -0,0 +1,16 @@ +--- +pretty_name: iCartoonFace +configs: +- config_name: iCartoonFace_media + data_files: + - split: train + path: media-* +- config_name: iCartoonFace_query + data_files: + - split: train + path: query.parquet +- config_name: iCartoonFace_candidate + data_files: + - split: train + path: candidate.parquet +--- diff --git a/iCartoonFace/candidate.parquet b/iCartoonFace/candidate.parquet new file mode 100644 index 0000000000000000000000000000000000000000..04b59a3e7371220c510ec7c321ec2173eeef96a8 --- /dev/null +++ b/iCartoonFace/candidate.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ea038a49a91c199d49faab32a017d4b9908283902c244b51447f3ca67a05932 +size 696507 diff --git a/iCartoonFace/media-00000-of-00006.parquet b/iCartoonFace/media-00000-of-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3c945b8fe69afff3cf3dddd8a95acdebf855d5a2 --- /dev/null +++ b/iCartoonFace/media-00000-of-00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ed30a980efb5d63b53ed0333717bcaf05f264a3c2d5d0baa9be687abbd166e3 +size 120201672 diff --git a/iCartoonFace/media-00001-of-00006.parquet b/iCartoonFace/media-00001-of-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9e116b07fe2fcdb1398d6ae023c9b2be0c45346c --- /dev/null +++ b/iCartoonFace/media-00001-of-00006.parquet @@ -0,0 +1,3 @@ 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400738 diff --git a/scripts/Compcars/process.sh b/scripts/Compcars/process.sh new file mode 100644 index 0000000000000000000000000000000000000000..50c43ae2177c5903a04dfa070a087081a0081dc2 --- /dev/null +++ b/scripts/Compcars/process.sh @@ -0,0 +1,156 @@ +#!/usr/bin/env bash +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +GDRIVE_FOLDER_ID="18EunmjOJsbE5Lh9zA0cZ4wKV6Um46dkg" +GDRIVE_URL="https://drive.google.com/drive/folders/${GDRIVE_FOLDER_ID}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/compcars" +EXTRACT_DIR="${ROOT_DIR}/source/compcars" +PASSWORD="d89551fd190e38" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd gdown +need_cmd zip +need_cmd unzip +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${EXTRACT_DIR}" + +download_from_gdrive() { + echo "==> Downloading files from Google Drive folder: ${GDRIVE_URL}" + echo " Save to: ${DOWNLOAD_DIR}" + # --remaining-ok: skip files that already exist (resume-friendly). + gdown --folder "${GDRIVE_URL}" -O "${DOWNLOAD_DIR}" --remaining-ok +} + +check_split_parts() { + local prefix="$1" + local zipfile="${DOWNLOAD_DIR}/${prefix}.zip" + + if [[ ! -f "${zipfile}" ]]; then + echo "[warn] ${prefix}.zip not found under ${DOWNLOAD_DIR}" + return 1 + fi + + local missing=0 + local part + for part in "${DOWNLOAD_DIR}/${prefix}".z*; do + [[ -e "${part}" ]] || continue + : + done + + # data.z01 - data.z22 + if [[ "${prefix}" == "data" ]]; then + local i + for i in $(seq -w 1 22); do + if [[ ! -f "${DOWNLOAD_DIR}/${prefix}.z${i}" ]]; then + echo "[warn] missing ${prefix}.z${i}" + missing=1 + fi + done + fi + + if [[ "${missing}" -eq 1 ]]; then + echo "[warn] split archive for ${prefix} is incomplete; zip -F may still work if only a few parts are absent." + fi + return 0 +} + +check_truncated_parts() { + # gdown --remaining-ok skips any existing file without size checks, so a + # part truncated by a broken run would silently survive re-runs. Split + # volumes (.zNN) are all cut at the same size, so any part smaller than + # the largest one is truncated and must be deleted before re-running. + local prefix="$1" + local max_size=0 size part + local bad_parts=() + + for part in "${DOWNLOAD_DIR}/${prefix}".z[0-9]*; do + [[ -f "${part}" ]] || continue + size=$(stat -c %s "${part}") + if (( size > max_size )); then + max_size=${size} + fi + done + for part in "${DOWNLOAD_DIR}/${prefix}".z[0-9]*; do + [[ -f "${part}" ]] || continue + size=$(stat -c %s "${part}") + if (( size < max_size )); then + bad_parts+=("${part} (${size} < ${max_size} bytes)") + fi + done + if [[ -f "${DOWNLOAD_DIR}/${prefix}.zip" ]] && [[ ! -s "${DOWNLOAD_DIR}/${prefix}.zip" ]]; then + bad_parts+=("${DOWNLOAD_DIR}/${prefix}.zip (0 bytes)") + fi + + if [[ ${#bad_parts[@]} -gt 0 ]]; then + echo "[error] Truncated download detected (likely an interrupted gdown run):" >&2 + printf ' %s\n' "${bad_parts[@]}" >&2 + echo "Delete the file(s) above and re-run this script to re-download them." >&2 + exit 1 + fi +} + +extract_split_archive() { + local prefix="$1" + local out_dir="$2" + local zipfile="${DOWNLOAD_DIR}/${prefix}.zip" + local combined="${DOWNLOAD_DIR}/combined_${prefix}.zip" + local marker="${out_dir}/.extracted" + + if [[ -f "${marker}" ]]; then + echo "==> Skip ${prefix}: already extracted (${marker})" + return 0 + fi + + if [[ ! -f "${zipfile}" ]]; then + echo "==> Skip ${prefix}: ${zipfile} not found" + return 0 + fi + + check_split_parts "${prefix}" || true + check_truncated_parts "${prefix}" + + echo "==> Combining ${prefix}.zip + ${prefix}.z* -> $(basename "${combined}")" + ( + cd "${DOWNLOAD_DIR}" + zip -F "${prefix}.zip" --out "$(basename "${combined}")" + ) + + echo "==> Extracting ${combined} -> ${out_dir}" + mkdir -p "${out_dir}" + unzip -o -P "${PASSWORD}" "${combined}" -d "${out_dir}" + touch "${marker}" + echo "==> Done: ${out_dir}" +} + +main() { + download_from_gdrive + + extract_split_archive "data" "${EXTRACT_DIR}/data" + + if [[ -f "${DOWNLOAD_DIR}/README.txt" ]]; then + cp -f "${DOWNLOAD_DIR}/README.txt" "${ROOT_DIR}/README.txt" + echo "==> Copied README.txt to ${ROOT_DIR}/README.txt" + fi + + echo "==> Pack CompCars to parquet" + python3 "${SCRIPT_DIR}/process_compcars.py" --overwrite \ + --image-root "${EXTRACT_DIR}/data/image" \ + --output-root "${ROOT_DIR}" + + echo "==> All done." + echo " downloads: ${DOWNLOAD_DIR}" + echo " extracted: ${EXTRACT_DIR}" + echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/CompCars , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/CompCars" +} + +main "$@" diff --git a/scripts/Compcars/process_compcars.py b/scripts/Compcars/process_compcars.py new file mode 100644 index 0000000000000000000000000000000000000000..6b1a1c0e51520077417338c96b43ecdb24b005e4 --- /dev/null +++ b/scripts/Compcars/process_compcars.py @@ -0,0 +1,185 @@ +#!/usr/bin/env python3 +"""Build MVEB CompCars subset from a precomputed train/test image split JSON. + +Input JSON format: +{ + "train": ["1/1103/2011/xxx.jpg", ...], + "test": ["2/2201/2013/yyy.jpg", ...] +} + +Output (when executed from MVEB root): + ./MVEB-train/CompCars/{query.parquet,candidate.parquet,media-*.parquet,README.md} + ./MVEB-test/CompCars/{query.parquet,candidate.parquet,media-*.parquet,README.md} +""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +from pathlib import Path +from typing import Dict, List, Tuple + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + + +QUERY_INSTRUCTION = "Represent the image with the following text." +QUERY_TEXT = "Find a car of the same model, regardless of color." +CANDIDATE_INSTRUCTION = "You are a helpful assistant." +CANDIDATE_TEXT = "Find a car of the same model, regardless of color." + + +def _make_annotations(rel_paths: List[str]) -> Tuple[List[dict], List[dict]]: + """Create query/candidate annotations compatible with pack_media_parquet.""" + candidate_rows: List[dict] = [] + inst_to_ids: Dict[str, List[str]] = {} + + for idx, rel_path in enumerate(rel_paths): + parts = rel_path.split("/") + if len(parts) < 4: + raise ValueError( + f"Invalid CompCars relative path: {rel_path!r}. " + "Expected at least make/model/year/file.jpg" + ) + inst_id = "_".join(parts[:3]) + row = { + "id": rel_path, + "instance_id": inst_id, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + candidate_rows.append(row) + inst_to_ids.setdefault(inst_id, []).append(rel_path) + + query_rows: List[dict] = [] + for row in candidate_rows: + pos_ids = [x for x in inst_to_ids[row["instance_id"]] if x != row["id"]] + if not pos_ids: + # Skip single-image identities for query set, aligned with converter/comp_cars.py + continue + query_rows.append( + { + "id": row["id"], + "instance_id": row["instance_id"], + "image_path": row["image_path"], + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": pos_ids, + } + ) + + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + rel_paths: List[str], + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "CompCars") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + unique_paths = sorted(set(rel_paths)) + query_rows, candidate_rows = _make_annotations(unique_paths) + + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="CompCars", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + script_dir = Path(__file__).resolve().parent + root_dir = script_dir.parent.parent.parent + default_split_json = script_dir / "train_test_split.json" + if not default_split_json.exists(): + # Backward-compatible filename used in some local copies. + default_split_json = script_dir / "train_test_split.json" + + parser = argparse.ArgumentParser(description="Process CompCars split JSON to MVEB parquet format.") + parser.add_argument( + "--split-json", + type=Path, + default=default_split_json, + help="JSON containing train/test relative image paths.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=root_dir / "source" / "compcars" / "data" / "image", + help="Root directory of raw CompCars images (contains make/model/year).", + ) + parser.add_argument( + "--output-root", + type=Path, + default=root_dir, + help="Output MVEB root directory (contains train/ and test/).", + ) + parser.add_argument("--overwrite", action="store_true", help="Delete existing output split dir before writing.") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + with args.split_json.open("r", encoding="utf-8") as f: + split_data = json.load(f) + + for key in ("train", "test"): + if key not in split_data or not isinstance(split_data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + + _process_one_split( + "train", + split_data["train"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + _process_one_split( + "test", + split_data["test"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/Compcars/train_test_split.json b/scripts/Compcars/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..08350d9655961841e44feee5e043e751a274b595 --- /dev/null +++ b/scripts/Compcars/train_test_split.json @@ -0,0 +1,23432 @@ +{ + "train": [ + "1/1101/2011/07b90decb92ba6.jpg", + "1/1101/2011/2272c7d324cf79.jpg", + "1/1101/2011/5133ca181b82af.jpg", + "1/1101/2011/7a6282504fdd2c.jpg", + "1/1101/2011/dd8d3efe9b0695.jpg", + "1/1101/2011/f0a3db2b9f8be9.jpg", + "1/1102/2011/59b4911904c8d3.jpg", + "1/1102/2011/602de0afa91b7e.jpg", + "1/1102/2011/62305978fd280c.jpg", + "1/1102/2011/919ff82bf6d72e.jpg", + "1/1102/2011/be2d8dec502487.jpg", + "1/1102/2011/ea3f1074452fc6.jpg", + "1/1102/2012/2b7e22718a70b2.jpg", + "1/1102/2012/4a12e2acda627c.jpg", + "1/1102/2012/88033a30c74ec0.jpg", + "1/1103/2013/451aaa83c09e76.jpg", + "1/1103/2013/4dc25a3af47177.jpg", + 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"${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/dukemtmc" +SOURCE_DIR="${ROOT_DIR}/source/dukemtmc" +DATASET_REF="igorkrashenyi/dukemtmc-reid" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd kaggle +need_cmd unzip +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_DIR}" + +echo "==> Download DukeMTMC-ReID zip via Kaggle" +kaggle datasets download "${DATASET_REF}" -p "${DOWNLOAD_DIR}" + +ZIP_FILE="$(ls -t "${DOWNLOAD_DIR}"/*.zip 2>/dev/null | head -n 1 || true)" +if [[ -z "${ZIP_FILE}" ]]; then + echo "No zip file found under ${DOWNLOAD_DIR}" >&2 + exit 1 +fi + +echo "==> Unzip ${ZIP_FILE} -> ${SOURCE_DIR}" +unzip -o "${ZIP_FILE}" -d "${SOURCE_DIR}" + +for name in bounding_box_train bounding_box_test query; do + if [[ ! -d "${SOURCE_DIR}/${name}" ]]; then + echo "Missing folder after unzip: ${SOURCE_DIR}/${name}" >&2 + exit 1 + fi +done + +echo "==> Pack DukeMTMC to parquet" +python3 "${SCRIPT_DIR}/process_dukemtmc.py" --overwrite \ + --image-root "${SOURCE_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " zip: ${ZIP_FILE}" +echo " source: ${SOURCE_DIR}" +echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/DukeMTMC , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/DukeMTMC" diff --git a/scripts/DukeMTMC/process_dukemtmc.py b/scripts/DukeMTMC/process_dukemtmc.py new file mode 100644 index 0000000000000000000000000000000000000000..e742e966d17e7899754677880301c9ce42f0a50a --- /dev/null +++ b/scripts/DukeMTMC/process_dukemtmc.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python3 +"""Build MVEB DukeMTMC subset from a precomputed train/test split JSON.""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +from pathlib import Path +from typing import Dict, List, Tuple + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +QUERY_INSTRUCTION = "Represent the person with the following text." +QUERY_TEXT = "Re-identify the person in the given image." +CANDIDATE_INSTRUCTION = "Represent the person with the following text." +CANDIDATE_TEXT = "Re-identify the person in the given image." + + +def _pid_from_name(rel_path: str) -> str: + name = Path(rel_path).name + if "_" not in name: + raise ValueError(f"Invalid DukeMTMC filename: {rel_path}") + return name.split("_", 1)[0] + + +def _filter_valid(paths: List[str]) -> List[str]: + uniq = sorted(set(paths)) + valid = [] + for p in uniq: + pid = _pid_from_name(p) + if pid == "-1": + continue + valid.append(p) + return valid + + +def _build_train_rows(train_paths: List[str]) -> Tuple[List[dict], List[dict]]: + candidate_paths = _filter_valid([p for p in train_paths if p.startswith("bounding_box_train/")]) + inst_to_ids: Dict[str, List[str]] = {} + candidate_rows: List[dict] = [] + + for idx, rel_path in enumerate(candidate_paths): + pid = _pid_from_name(rel_path) + inst_to_ids.setdefault(pid, []).append(rel_path) + candidate_rows.append( + { + "id": rel_path, + "instance_id": pid, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + + query_rows: List[dict] = [] + for row in candidate_rows: + pos_ids = [x for x in inst_to_ids[row["instance_id"]] if x != row["id"]] + if not pos_ids: + continue + query_rows.append( + { + "id": row["id"], + "instance_id": row["instance_id"], + "image_path": row["image_path"], + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": pos_ids, + } + ) + return query_rows, candidate_rows + + +def _build_test_rows(test_paths: List[str]) -> Tuple[List[dict], List[dict]]: + candidate_paths = _filter_valid([p for p in test_paths if p.startswith("bounding_box_test/")]) + query_paths = _filter_valid([p for p in test_paths if p.startswith("query/")]) + if not candidate_paths or not query_paths: + raise ValueError("test split must contain both 'bounding_box_test/' and 'query/' images") + + inst_to_candidate_ids: Dict[str, List[str]] = {} + candidate_rows: List[dict] = [] + for idx, rel_path in enumerate(candidate_paths): + pid = _pid_from_name(rel_path) + inst_to_candidate_ids.setdefault(pid, []).append(rel_path) + candidate_rows.append( + { + "id": rel_path, + "instance_id": pid, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + + query_rows: List[dict] = [] + base = len(candidate_rows) + for q_idx, rel_path in enumerate(query_paths): + pid = _pid_from_name(rel_path) + pos_ids = inst_to_candidate_ids.get(pid, []) + if not pos_ids: + continue + query_rows.append( + { + "id": str(base + q_idx), + "instance_id": pid, + "image_path": rel_path, + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": list(pos_ids), + } + ) + + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + rel_paths: List[str], + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "DukeMTMC") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + if split_name == "train": + query_rows, candidate_rows = _build_train_rows(rel_paths) + elif split_name == "test": + query_rows, candidate_rows = _build_test_rows(rel_paths) + else: + raise ValueError(f"Unsupported split: {split_name}") + + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="DukeMTMC", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + script_dir = Path(__file__).resolve().parent + root_dir = script_dir.parent.parent.parent + + parser = argparse.ArgumentParser(description="Process DukeMTMC split JSON to MVEB parquet format.") + parser.add_argument( + "--split-json", + type=Path, + default=script_dir / "train_test_split.json", + help="JSON containing train/test relative image paths.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=root_dir / "source" / "dukemtmc", + help="Root directory containing bounding_box_train/bounding_box_test/query.", + ) + parser.add_argument( + "--output-root", + type=Path, + default=root_dir, + help="Output MVEB root directory (contains train/ and test/).", + ) + parser.add_argument("--overwrite", action="store_true", help="Delete existing output split dir before writing.") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + with args.split_json.open("r", encoding="utf-8") as f: + split_data = json.load(f) + for key in ("train", "test"): + if key not in split_data or not isinstance(split_data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + + _process_one_split( + "train", + split_data["train"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + _process_one_split( + "test", + split_data["test"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/DukeMTMC/train_test_split.json b/scripts/DukeMTMC/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..9a60fc95bb712bbd72ba5319ad26cf76ad36f47c --- /dev/null +++ b/scripts/DukeMTMC/train_test_split.json @@ -0,0 +1,16794 @@ +{ + "train": [ + "bounding_box_train/0001_c2_f0046182.jpg", + "bounding_box_train/0001_c2_f0046302.jpg", + "bounding_box_train/0001_c2_f0046422.jpg", + "bounding_box_train/0001_c2_f0046542.jpg", + "bounding_box_train/0001_c2_f0046902.jpg", + "bounding_box_train/0001_c2_f0047022.jpg", + "bounding_box_train/0001_c5_f0051247.jpg", + "bounding_box_train/0001_c5_f0051487.jpg", + "bounding_box_train/0001_c5_f0051607.jpg", + 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containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/iust" +# Zip top-level is IUSTPersonReID/; unzip into source/ so we get: +# source/IUSTPersonReID/{bounding_box_train,bounding_box_test,query} +SOURCE_PARENT="${ROOT_DIR}/source" +SOURCE_DIR="${SOURCE_PARENT}/IUSTPersonReID" +DATASET_REF="alirezasm/iust-personreid" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd kaggle +need_cmd unzip +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_PARENT}" + +echo "==> Download IUST Person ReID zip via Kaggle" +kaggle datasets download "${DATASET_REF}" -p "${DOWNLOAD_DIR}" + +ZIP_FILE="$(ls -t "${DOWNLOAD_DIR}"/*.zip 2>/dev/null | head -n 1 || true)" +if [[ -z "${ZIP_FILE}" ]]; then + echo "No zip file found under ${DOWNLOAD_DIR}" >&2 + exit 1 +fi + +echo "==> Unzip ${ZIP_FILE} -> ${SOURCE_PARENT}" +unzip -o "${ZIP_FILE}" -d "${SOURCE_PARENT}" + +for name in bounding_box_train bounding_box_test query; do + if [[ ! -d "${SOURCE_DIR}/${name}" ]]; then + echo "Missing folder after unzip: ${SOURCE_DIR}/${name}" >&2 + exit 1 + fi +done + +echo "==> Pack IUST to parquet" +python3 "${SCRIPT_DIR}/process_iust.py" --overwrite \ + --image-root "${SOURCE_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " zip: ${ZIP_FILE}" +echo " source: ${SOURCE_DIR}" +echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/IUST , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/IUST" diff --git a/scripts/IUST/process_iust.py b/scripts/IUST/process_iust.py new file mode 100644 index 0000000000000000000000000000000000000000..7072d59c37132f9af51b44e0703b61b33d4b8dae --- /dev/null +++ b/scripts/IUST/process_iust.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python3 +"""Build MVEB IUST subset from a precomputed train/test split JSON.""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +from pathlib import Path +from typing import Dict, List, Tuple + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +QUERY_INSTRUCTION = "Represent the person with the following text." +QUERY_TEXT = "Re-identify the person in the given image." +CANDIDATE_INSTRUCTION = "Represent the person with the following text." +CANDIDATE_TEXT = "Re-identify the person in the given image." + + +def _pid_from_name(rel_path: str) -> str: + name = Path(rel_path).name + if "_" not in name: + raise ValueError(f"Invalid IUST filename: {rel_path}") + return name.split("_", 1)[0] + + +def _filter_valid(paths: List[str]) -> List[str]: + uniq = sorted(set(paths)) + valid = [] + for p in uniq: + pid = _pid_from_name(p) + if pid == "-1": + continue + valid.append(p) + return valid + + +def _build_train_rows(train_paths: List[str]) -> Tuple[List[dict], List[dict]]: + candidate_paths = _filter_valid([p for p in train_paths if p.startswith("bounding_box_train/")]) + inst_to_ids: Dict[str, List[str]] = {} + candidate_rows: List[dict] = [] + + for idx, rel_path in enumerate(candidate_paths): + pid = _pid_from_name(rel_path) + inst_to_ids.setdefault(pid, []).append(rel_path) + candidate_rows.append( + { + "id": rel_path, + "instance_id": pid, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + + query_rows: List[dict] = [] + for row in candidate_rows: + pos_ids = [x for x in inst_to_ids[row["instance_id"]] if x != row["id"]] + if not pos_ids: + continue + query_rows.append( + { + "id": row["id"], + "instance_id": row["instance_id"], + "image_path": row["image_path"], + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": pos_ids, + } + ) + return query_rows, candidate_rows + + +def _build_test_rows(test_paths: List[str]) -> Tuple[List[dict], List[dict]]: + candidate_paths = _filter_valid([p for p in test_paths if p.startswith("bounding_box_test/")]) + query_paths = _filter_valid([p for p in test_paths if p.startswith("query/")]) + if not candidate_paths or not query_paths: + raise ValueError("test split must contain both 'bounding_box_test/' and 'query/' images") + + inst_to_candidate_ids: Dict[str, List[str]] = {} + candidate_rows: List[dict] = [] + for idx, rel_path in enumerate(candidate_paths): + row_id = str(idx) + pid = _pid_from_name(rel_path) + inst_to_candidate_ids.setdefault(pid, []).append(row_id) + candidate_rows.append( + { + "id": row_id, + "instance_id": pid, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + + query_rows: List[dict] = [] + base = len(candidate_rows) + for q_idx, rel_path in enumerate(query_paths): + pid = _pid_from_name(rel_path) + pos_ids = inst_to_candidate_ids.get(pid, []) + if not pos_ids: + continue + query_rows.append( + { + "id": str(base + q_idx), + "instance_id": pid, + "image_path": rel_path, + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": list(pos_ids), + } + ) + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + rel_paths: List[str], + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "IUST") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + if split_name == "train": + query_rows, candidate_rows = _build_train_rows(rel_paths) + elif split_name == "test": + query_rows, candidate_rows = _build_test_rows(rel_paths) + else: + raise ValueError(f"Unsupported split: {split_name}") + + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="IUST", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + script_dir = Path(__file__).resolve().parent + root_dir = script_dir.parent.parent.parent + + parser = argparse.ArgumentParser(description="Process IUST split JSON to MVEB parquet format.") + parser.add_argument( + "--split-json", + type=Path, + default=script_dir / "train_test_split.json", + help="JSON containing train/test relative image paths.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=root_dir / "source" / "IUSTPersonReID", + help="Root directory containing bounding_box_train/bounding_box_test/query.", + ) + parser.add_argument( + "--output-root", + type=Path, + default=root_dir, + help="Output MVEB root directory (contains train/ and test/).", + ) + parser.add_argument("--overwrite", action="store_true", help="Delete existing output split dir before writing.") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + with args.split_json.open("r", encoding="utf-8") as f: + split_data = json.load(f) + for key in ("train", "test"): + if key not in split_data or not isinstance(split_data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + + _process_one_split( + "train", + split_data["train"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + _process_one_split( + "test", + split_data["test"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/IUST/train_test_split.json b/scripts/IUST/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..42c67737024d4af5379930f8017ffd817cd839d1 --- /dev/null +++ b/scripts/IUST/train_test_split.json @@ -0,0 +1,21885 @@ +{ + "train": [ + "bounding_box_train/0001_c2s1_024968_01.jpg", + "bounding_box_train/0001_c2s1_024974_01.jpg", + "bounding_box_train/0001_c2s1_024992_01.jpg", + "bounding_box_train/0001_c2s1_024998_01.jpg", + "bounding_box_train/0001_c2s1_025004_01.jpg", + "bounding_box_train/0001_c2s1_025010_01.jpg", + "bounding_box_train/0001_c2s1_033986_01.jpg", + 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0000000000000000000000000000000000000000..79d7d5cf870ea0b4a883e80e84772a303ab40b7d --- /dev/null +++ b/scripts/Inshop/process.sh @@ -0,0 +1,49 @@ +#!/usr/bin/env bash +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/inshop" +SOURCE_DIR="${ROOT_DIR}/source/inshop" +DATASET_REF="hserdaraltan/deepfashion-inshop-clothes-retrieval" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd kaggle +need_cmd unzip +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_DIR}" + +echo "==> Download Inshop zip via Kaggle" +kaggle datasets download "${DATASET_REF}" -p "${DOWNLOAD_DIR}" + +ZIP_FILE="$(ls -t "${DOWNLOAD_DIR}"/*.zip 2>/dev/null | head -n 1 || true)" +if [[ -z "${ZIP_FILE}" ]]; then + echo "No zip file found under ${DOWNLOAD_DIR}" >&2 + exit 1 +fi + +echo "==> Unzip ${ZIP_FILE} -> ${SOURCE_DIR}" +unzip -o "${ZIP_FILE}" -d "${SOURCE_DIR}" + +if [[ ! -d "${SOURCE_DIR}/img_highres" ]]; then + echo "Missing folder after unzip: ${SOURCE_DIR}/img_highres" >&2 + exit 1 +fi + +echo "==> Pack Inshop to parquet" +python3 "${SCRIPT_DIR}/process_inshop.py" --overwrite \ + --image-root "${SOURCE_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " zip: ${ZIP_FILE}" +echo " source: ${SOURCE_DIR}/img_highres" +echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/Inshop , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/Inshop" diff --git a/scripts/Inshop/process_inshop.py b/scripts/Inshop/process_inshop.py new file mode 100644 index 0000000000000000000000000000000000000000..5c3cc61478f80668c6da5ce2c6dd6e488e402be1 --- /dev/null +++ b/scripts/Inshop/process_inshop.py @@ -0,0 +1,169 @@ +#!/usr/bin/env python3 +"""Build MVEB Inshop subset from a precomputed train/test split JSON.""" + +from __future__ import annotations +import os +import argparse +import json +import shutil +import sys +from pathlib import Path +from typing import Dict, List, Tuple + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +QUERY_INSTRUCTION = "Represent the image with the following text." +QUERY_TEXT = "Retrieve all images that the same outfit from different views" +CANDIDATE_INSTRUCTION = "You are a helpful assistant." +CANDIDATE_TEXT = "" + + +def _instance_id_from_path(rel_path: str) -> str: + """Extract item id from Inshop path like img/.../id_00000001/xx.jpg.""" + parts = rel_path.split("/") + for part in parts: + if part.startswith("id_"): + return part + if len(parts) >= 2: + return parts[-2] + raise ValueError(f"Invalid Inshop path: {rel_path}") + + +def _make_annotations(rel_paths: List[str]) -> Tuple[List[dict], List[dict]]: + candidate_rows: List[dict] = [] + inst_to_ids: Dict[str, List[str]] = {} + + for idx, rel_path in enumerate(sorted(set(rel_paths))): + inst_id = _instance_id_from_path(rel_path) + candidate_rows.append( + { + "id": rel_path, + "instance_id": inst_id, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + inst_to_ids.setdefault(inst_id, []).append(rel_path) + + query_rows: List[dict] = [] + for row in candidate_rows: + pos_ids = [x for x in inst_to_ids[row["instance_id"]] if x != row["id"]] + if not pos_ids: + continue + query_rows.append( + { + "id": row["id"], + "instance_id": row["instance_id"], + "image_path": row["image_path"], + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": pos_ids, + } + ) + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + rel_paths: List[str], + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "Inshop") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + query_rows, candidate_rows = _make_annotations(rel_paths) + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="Inshop", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + script_dir = Path(__file__).resolve().parent + root_dir = script_dir.parent.parent.parent + + parser = argparse.ArgumentParser(description="Process Inshop split JSON to MVEB parquet format.") + parser.add_argument( + "--split-json", + type=Path, + default=script_dir / "train_test_split.json", + help="JSON containing train/test relative image paths.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=root_dir / "source" / "inshop", + help="Root directory containing img_highres/.", + ) + parser.add_argument( + "--output-root", + type=Path, + default=root_dir, + help="Output MVEB root directory (contains train/ and test/).", + ) + parser.add_argument("--overwrite", action="store_true", help="Delete existing output split dir before writing.") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + with args.split_json.open("r", encoding="utf-8") as f: + split_data = json.load(f) + for key in ("train", "test"): + if key not in split_data or not isinstance(split_data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + + _process_one_split( + "train", + split_data["train"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + _process_one_split( + "test", + split_data["test"], + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/Inshop/train_test_split.json b/scripts/Inshop/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..af7747dcff7d089a23a03392db7f8343b3c9fe2b --- /dev/null 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0000000000000000000000000000000000000000..71f7fc2523428898bd9fdb7509e52ba5d2436634 --- /dev/null +++ b/scripts/MS1M/metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2d8ddc89224a7799dc125f7541caca53a8923416f50bd003292a0fa53b7a8df +size 103495721 diff --git a/scripts/MS1M/process.sh b/scripts/MS1M/process.sh new file mode 100644 index 0000000000000000000000000000000000000000..f24fa44975ca8bf4ca98f6d0fe0185e8cafd00fc --- /dev/null +++ b/scripts/MS1M/process.sh @@ -0,0 +1,62 @@ +#!/usr/bin/env bash +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/ms1m" +SOURCE_DIR="${ROOT_DIR}/source/ms1m" +DATASET_REPO="gaunernst/ms1mv3-wds-gz" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd huggingface-cli +need_cmd tar +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_DIR}" + +echo "==> Downloading dataset ${DATASET_REPO} to ${DOWNLOAD_DIR}" +huggingface-cli download \ + --repo-type dataset \ + "${DATASET_REPO}" \ + --local-dir "${DOWNLOAD_DIR}" \ + --local-dir-use-symlinks False + +echo "==> Extracting ms1mv3-*.tar.gz to ${SOURCE_DIR}" +for tar_file in "${DOWNLOAD_DIR}"/ms1mv3-*.tar.gz; do + [[ -f "${tar_file}" ]] || continue + shard="$(basename "${tar_file}" .tar.gz)" + shard="${shard#ms1mv3-}" + out_dir="${SOURCE_DIR}/${shard}" + marker="${out_dir}/.extracted" + # Marker is only written after a successful tar run, so an interrupted + # extraction (non-empty dir without marker) is redone from scratch. + if [[ -f "${marker}" ]]; then + echo " skip ${tar_file} (already extracted: ${out_dir})" + continue + fi + echo " extracting $(basename "${tar_file}") -> ${out_dir}" + mkdir -p "${out_dir}" + tar -zxf "${tar_file}" -C "${out_dir}" + touch "${marker}" +done + +if [[ -f "${DOWNLOAD_DIR}/README.md" ]]; then + cp -f "${DOWNLOAD_DIR}/README.md" "${SOURCE_DIR}/README.md" +fi + +echo "==> Pack MS1M to parquet" +python3 "${SCRIPT_DIR}/process_ms1m.py" --overwrite \ + --image-root "${SOURCE_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " download: ${DOWNLOAD_DIR}" +echo " source: ${SOURCE_DIR}" +echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/MS-Celeb-1M , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/MS-Celeb-1M" diff --git a/scripts/MS1M/process_ms1m.py b/scripts/MS1M/process_ms1m.py new file mode 100644 index 0000000000000000000000000000000000000000..80d8b56fc780e9759b39ab6dd63153d6307aa8c7 --- /dev/null +++ b/scripts/MS1M/process_ms1m.py @@ -0,0 +1,210 @@ +#!/usr/bin/env python3 +"""Build MVEB MS-Celeb-1M subset from train/test split JSON + identity metadata.""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +from pathlib import Path +from typing import Dict, List, Tuple + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +QUERY_INSTRUCTION = "Represent the face with the following text." +QUERY_TEXT = "Retrieve all images with the same facial identity." +CANDIDATE_INSTRUCTION = "Represent the face with the following text." +CANDIDATE_TEXT = "Retrieve all images with the same facial identity." + + +def _load_path_to_instance_id(metadata_json: Path) -> Dict[str, str]: + with metadata_json.open("r", encoding="utf-8") as f: + annotations = json.load(f) + if not isinstance(annotations, dict): + raise ValueError(f"metadata must be a dict: {metadata_json}") + + path_to_inst: Dict[str, str] = {} + for inst_id, image_names in annotations.items(): + if not isinstance(image_names, list): + raise ValueError(f"metadata[{inst_id!r}] must be a list of image paths") + inst = str(inst_id) + for image_name in image_names: + rel = str(image_name).replace("\\", "/") + if rel in path_to_inst and path_to_inst[rel] != inst: + raise ValueError( + f"Image path {rel!r} maps to multiple instance ids: " + f"{path_to_inst[rel]!r} and {inst!r}" + ) + path_to_inst[rel] = inst + return path_to_inst + + +def _make_annotations( + rel_paths: List[str], + path_to_inst: Dict[str, str], +) -> Tuple[List[dict], List[dict]]: + candidate_rows: List[dict] = [] + inst_to_ids: Dict[str, List[str]] = {} + missing: List[str] = [] + + for idx, rel_path in enumerate(sorted(set(rel_paths))): + rel = rel_path.replace("\\", "/") + inst_id = path_to_inst.get(rel) + if inst_id is None: + missing.append(rel) + continue + candidate_rows.append( + { + "id": rel, + "instance_id": inst_id, + "image_path": rel, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + inst_to_ids.setdefault(inst_id, []).append(rel) + + if missing: + preview = ", ".join(missing[:5]) + raise KeyError( + f"{len(missing)} split image(s) not found in metadata.json " + f"(e.g. {preview})" + ) + + query_rows: List[dict] = [] + for row in candidate_rows: + target_ids = [x for x in inst_to_ids[row["instance_id"]] if x != row["id"]] + if not target_ids: + continue + query_rows.append( + { + "id": row["id"], + "instance_id": row["instance_id"], + "image_path": row["image_path"], + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "target_ids": target_ids, + } + ) + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + rel_paths: List[str], + path_to_inst: Dict[str, str], + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "MS-Celeb-1M") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + query_rows, candidate_rows = _make_annotations(rel_paths, path_to_inst) + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="MS-Celeb-1M", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + script_dir = Path(__file__).resolve().parent + root_dir = script_dir.parent.parent.parent + + parser = argparse.ArgumentParser(description="Process MS1M split JSON to MVEB parquet format.") + parser.add_argument( + "--split-json", + type=Path, + default=script_dir / "train_test_split.json", + help="JSON containing train/test relative image paths.", + ) + parser.add_argument( + "--metadata-json", + type=Path, + default=script_dir / "metadata.json", + help="Identity metadata: instance_id -> list of relative image paths.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=root_dir / "source" / "ms1m", + help="Root directory containing extracted shard folders 0000..0099.", + ) + parser.add_argument( + "--output-root", + type=Path, + default=root_dir, + help="Output MVEB root directory (contains train/ and test/).", + ) + parser.add_argument("--overwrite", action="store_true", help="Delete existing output split dir before writing.") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.metadata_json.exists(): + raise FileNotFoundError(f"metadata json not found: {args.metadata_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + print(f"==> Load metadata: {args.metadata_json}") + path_to_inst = _load_path_to_instance_id(args.metadata_json) + print(f" images indexed: {len(path_to_inst)}") + + with args.split_json.open("r", encoding="utf-8") as f: + split_data = json.load(f) + for key in ("train", "test"): + if key not in split_data or not isinstance(split_data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + + _process_one_split( + "train", + split_data["train"], + path_to_inst, + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + _process_one_split( + "test", + split_data["test"], + path_to_inst, + args.image_root, + args.output_root, + args.overwrite, + args.media_rows_per_shard, + args.row_group_size, + args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/MS1M/train_test_split.json b/scripts/MS1M/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..25023ac3a5bb606d44827d4c1d3b13486338ef64 --- /dev/null +++ b/scripts/MS1M/train_test_split.json @@ -0,0 +1,33006 @@ +{ + "train": [ + "0000/104754.jpg", + "0000/1052068.jpg", + "0000/1069827.jpg", + "0000/1102301.jpg", + "0000/1102331.jpg", + "0000/1112253.jpg", + "0000/1117053.jpg", + "0000/1169086.jpg", + "0000/1202192.jpg", + "0000/1208783.jpg", + "0000/1234185.jpg", + "0000/1240036.jpg", + "0000/1245758.jpg", + "0000/1268728.jpg", + "0000/1269276.jpg", + "0000/1275963.jpg", + "0000/130634.jpg", + "0000/1326536.jpg", + "0000/1340669.jpg", + "0000/1345026.jpg", + "0000/1354395.jpg", + "0000/1437957.jpg", + "0000/1466818.jpg", + "0000/1508212.jpg", + "0000/1508246.jpg", + "0000/1518220.jpg", + "0000/1558776.jpg", + "0000/1564203.jpg", + "0000/1584510.jpg", + "0000/1589102.jpg", + "0000/1594590.jpg", + 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"0099/4256857.jpg", + "0099/4338606.jpg", + "0099/4523747.jpg", + "0099/4590023.jpg", + "0099/4637751.jpg", + "0099/4968036.jpg", + "0099/4979755.jpg", + "0099/5030944.jpg", + "0099/505145.jpg", + "0099/5063366.jpg", + "0099/5148343.jpg", + "0099/557522.jpg", + "0099/564389.jpg", + "0099/730125.jpg", + "0099/795752.jpg", + "0099/827094.jpg" + ] +} \ No newline at end of file diff --git a/scripts/MultiID/process.sh b/scripts/MultiID/process.sh new file mode 100644 index 0000000000000000000000000000000000000000..826b9854e10960807204c65f9de3213b146502f9 --- /dev/null +++ b/scripts/MultiID/process.sh @@ -0,0 +1,89 @@ +#!/usr/bin/env bash +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/MultiID-2M" +SOURCE_DIR="${ROOT_DIR}/source/MultiID-2M" +DATASET_REPO="vcbe123/MultiID-2M" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd huggingface-cli +need_cmd tar +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_DIR}/train_cp" + +echo "==> Download ${DATASET_REPO} -> ${DOWNLOAD_DIR}" +echo " keep: assets/ ref/ train_cp/ .gitattributes LICENSE.md README.md" +echo " skip: train_rec/" +huggingface-cli download \ + --repo-type dataset \ + "${DATASET_REPO}" \ + --include "assets/*" \ + --include "ref/*" \ + --include "train_cp/*" \ + --include ".gitattributes" \ + --include "LICENSE.md" \ + --include "README.md" \ + --local-dir "${DOWNLOAD_DIR}" \ + --local-dir-use-symlinks False + +TRAIN_CP_DIR="${DOWNLOAD_DIR}/train_cp" +if [[ ! -d "${TRAIN_CP_DIR}" ]]; then + echo "Missing train_cp/ after download: ${TRAIN_CP_DIR}" >&2 + exit 1 +fi + +shopt -s nullglob +TAR_FILES=("${TRAIN_CP_DIR}"/re_*.tar) +if [[ ${#TAR_FILES[@]} -eq 0 ]]; then + echo "No train_cp/re_*.tar found under ${TRAIN_CP_DIR}" >&2 + exit 1 +fi + +echo "==> Extract ${#TAR_FILES[@]} train_cp tar archives -> ${SOURCE_DIR}/train_cp" +extracted=0 +skipped=0 +for tar_file in "${TAR_FILES[@]}"; do + shard="$(basename "${tar_file}" .tar)" + out_dir="${SOURCE_DIR}/train_cp/${shard}" + marker="${out_dir}/.extracted" + # Marker is only written after a successful tar run, so an interrupted + # extraction (non-empty dir without marker) is redone from scratch. + if [[ -f "${marker}" ]]; then + echo " skip ${shard}.tar (already extracted)" + skipped=$((skipped + 1)) + continue + fi + echo " extracting ${shard}.tar -> ${out_dir}" + mkdir -p "${out_dir}" + tar -xf "${tar_file}" -C "${out_dir}" + touch "${marker}" + extracted=$((extracted + 1)) +done + +for name in README.md LICENSE.md .gitattributes; do + if [[ -f "${DOWNLOAD_DIR}/${name}" ]]; then + cp -f "${DOWNLOAD_DIR}/${name}" "${SOURCE_DIR}/${name}" + fi +done + +echo "==> Crop, build annotations, pack MultiID to parquet" +python3 "${SCRIPT_DIR}/process_multiid.py" --overwrite \ + --source-dir "${SOURCE_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " download: ${DOWNLOAD_DIR}" +echo " source: ${SOURCE_DIR}" +echo " extracted: ${extracted}" +echo " skipped: ${skipped}" +echo " output: ${MVEB_TRAIN_DIR:-${ROOT_DIR}/MVEB-train}/MultiID , ${MVEB_TEST_DIR:-${ROOT_DIR}/MVEB-test}/MultiID" diff --git a/scripts/MultiID/process_multiid.py b/scripts/MultiID/process_multiid.py new file mode 100644 index 0000000000000000000000000000000000000000..14672ad7a70a75e954a8efbb0ae23c3adb9ba1d7 --- /dev/null +++ b/scripts/MultiID/process_multiid.py @@ -0,0 +1,287 @@ +#!/usr/bin/env python3 +"""Process MultiID-2M for MVEB: crop, build annotations from split JSON, pack parquet.""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +import threading +from concurrent.futures import ThreadPoolExecutor, as_completed +from pathlib import Path +from typing import Dict, List, Sequence, Tuple + +from PIL import Image +from tqdm import tqdm + +_SCRIPTS_ROOT = Path(__file__).resolve().parent.parent +if str(_SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(_SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +SCRIPT_DIR = Path(__file__).resolve().parent +ROOT_DIR = SCRIPT_DIR.parent.parent.parent + +QUERY_INSTRUCTION = "You are a helpful assistant." +QUERY_TEXT = "Represent the face in the given image." +CANDIDATE_INSTRUCTION = "You are a helpful assistant." +CANDIDATE_TEXT = "Represent all faces in the given image." + + +def crop_faces(source_dir: Path, *, num_workers: int = 10, force: bool = False) -> None: + """Crop faces from train_cp json/jpg pairs into cropped_grounding_cp_images.""" + train_cp_dir = source_dir / "train_cp" + cropped_dir = source_dir / "cropped_grounding_cp_images" + if not train_cp_dir.is_dir(): + raise FileNotFoundError(f"Missing train_cp dir: {train_cp_dir}") + + cropped_dir.mkdir(parents=True, exist_ok=True) + subdirs = sorted(d.name for d in train_cp_dir.iterdir() if d.is_dir()) + if not subdirs: + raise FileNotFoundError(f"No extracted shards under {train_cp_dir}") + + lock = threading.Lock() + fail_count = 0 + + def process_subdir(subdir: str) -> int: + local_fail = 0 + anno_files = sorted((train_cp_dir / subdir).glob("*.json")) + for anno_file in tqdm(anno_files, desc=f"crop {subdir}", leave=False): + try: + anno = json.loads(anno_file.read_text(encoding="utf-8")) + img_path = anno_file.with_suffix(".jpg") + if not img_path.is_file(): + local_fail += 1 + continue + crop_box = anno["crop"] + img = Image.open(img_path) + for i, bbox in enumerate(anno["bboxes"]): + inst_id = str(anno["name"][i]) + out_name = f"{img_path.stem}_{inst_id}.jpg" + out_path = cropped_dir / subdir / out_name + if out_path.is_file() and not force: + continue + face_bbox = [ + bbox[0] - crop_box[0], + bbox[1] - crop_box[1], + bbox[2] - crop_box[0], + bbox[3] - crop_box[1], + ] + out_path.parent.mkdir(parents=True, exist_ok=True) + img.crop(face_bbox).save(out_path) + except Exception: + local_fail += 1 + return local_fail + + with ThreadPoolExecutor(max_workers=num_workers) as executor: + futures = {executor.submit(process_subdir, subdir): subdir for subdir in subdirs} + for future in tqdm(as_completed(futures), total=len(futures), desc="Cropping shards"): + local_fail = future.result() + with lock: + fail_count += local_fail + + if fail_count: + print(f"[warn] crop failed samples: {fail_count}") + + +def _parse_query_instance_id(query_rel_path: str) -> str: + # cropped_grounding_cp_images/re_x/000010_000434.jpg -> 000434 + stem = Path(query_rel_path).stem + if "_" not in stem: + raise ValueError(f"Invalid query filename (expect *_): {query_rel_path}") + return stem.rsplit("_", 1)[1] + + +def _candidate_json_rel_path(candidate_rel_path: str) -> str: + # train_cp/re_x/000010.jpg -> train_cp/re_x/000010.json + return str(Path(candidate_rel_path).with_suffix(".json")).replace("\\", "/") + + +def _load_split(split_json: Path) -> Dict[str, List[str]]: + data = json.loads(split_json.read_text(encoding="utf-8")) + for key in ("train", "test"): + if key not in data or not isinstance(data[key], list): + raise ValueError(f"{split_json} must contain {key!r} list") + return data + + +def _build_annotations_for_split( + split_name: str, + split_paths: Sequence[str], + source_dir: Path, +) -> Tuple[List[dict], List[dict]]: + """Build annotations from split JSON per user-specified logic. + + - candidates: all `train_cp/...` images in split + - query: all `cropped_grounding_cp_images/...` images in split + - candidate instance mapping: parse corresponding train_cp/*.json `name` list + - query pos_ids: mapping_dict[query_instance_id] + """ + candidate_paths = sorted({p.replace("\\", "/") for p in split_paths if p.startswith("train_cp/")}) + query_paths = sorted( + {p.replace("\\", "/") for p in split_paths if p.startswith("cropped_grounding_cp_images/")} + ) + if not candidate_paths or not query_paths: + raise ValueError( + f"[{split_name}] split must contain both train_cp and cropped_grounding_cp_images paths" + ) + + candidate_rows: List[dict] = [] + inst_to_candidate_ids: Dict[str, List[str]] = {} + + for idx, rel_path in tqdm(enumerate(candidate_paths), total=len(candidate_paths), desc="Building candidate rows"): + abs_path = source_dir / rel_path + if not abs_path.is_file(): + raise FileNotFoundError(f"[{split_name}] missing candidate image: {abs_path}") + + anno_rel = _candidate_json_rel_path(rel_path) + anno_abs = source_dir / anno_rel + if not anno_abs.is_file(): + raise FileNotFoundError(f"[{split_name}] missing candidate json: {anno_abs}") + + anno = json.loads(anno_abs.read_text(encoding="utf-8")) + instance_ids = [str(x) for x in anno.get("name", [])] + if not instance_ids: + continue + + candidate_rows.append( + { + "id": rel_path, + # multi-person image: keep all ids in one field for audit + "instance_id": "|".join(sorted(set(instance_ids))), + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + for inst_id in set(instance_ids): + inst_to_candidate_ids.setdefault(inst_id, []).append(rel_path) + + query_rows: List[dict] = [] + missing_pos = 0 + for rel_path in tqdm(query_paths, total=len(query_paths), desc="Building query rows"): + abs_path = source_dir / rel_path + if not abs_path.is_file(): + raise FileNotFoundError(f"[{split_name}] missing query image: {abs_path}") + + inst_id = _parse_query_instance_id(rel_path) + pos_ids = inst_to_candidate_ids.get(inst_id, []) + if not pos_ids: + missing_pos += 1 + continue + + query_rows.append( + { + "id": rel_path, + "instance_id": inst_id, + "image_path": rel_path, + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": sorted(set(pos_ids)), + } + ) + + if missing_pos: + print(f"[{split_name}] warn: {missing_pos} query images have no matched candidate") + if not query_rows or not candidate_rows: + raise ValueError(f"[{split_name}] empty query/candidate after building") + return query_rows, candidate_rows + + +def _process_one_split( + split_name: str, + split_paths: Sequence[str], + source_dir: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, split_name, "MultiID") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + query_rows, candidate_rows = _build_annotations_for_split(split_name, split_paths, source_dir) + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(source_dir), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="MultiID", + data_split=split_name, + write_subset_readme=True, + show_progress=True, + ) + print( + f"[{split_name}] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument( + "--source-dir", + type=Path, + default=ROOT_DIR / "source" / "MultiID-2M", + help="Root containing train_cp/ and cropped_grounding_cp_images/.", + ) + parser.add_argument( + "--split-json", + type=Path, + default=SCRIPT_DIR / "train_test_split.json", + help="JSON with split image paths (train_cp + cropped_grounding_cp_images).", + ) + parser.add_argument( + "--skip-crop", + action="store_true", + help="Skip face cropping; require existing cropped images + anno file.", + ) + parser.add_argument( + "--force-crop", + action="store_true", + help="Re-crop even if cropped jpg already exists.", + ) + parser.add_argument("--crop-workers", type=int, default=10) + parser.add_argument("--output-root", type=Path, default=ROOT_DIR) + parser.add_argument("--overwrite", action="store_true") + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + parser.add_argument("--splits", nargs="+", default=["train", "test"], choices=["train", "test"]) + return parser.parse_args() + + +def main() -> None: + args = parse_args() + source_dir = args.source_dir + if not source_dir.exists(): + raise FileNotFoundError(f"source dir not found: {source_dir}") + + if not args.skip_crop: + print(f"==> Crop faces from {source_dir / 'train_cp'}") + crop_faces(source_dir, num_workers=args.crop_workers, force=args.force_crop) + + split_data = _load_split(args.split_json) + for split_name in args.splits: + _process_one_split( + split_name=split_name, + split_paths=split_data[split_name], + source_dir=source_dir, + output_root=args.output_root, + overwrite=args.overwrite, + media_rows_per_shard=args.media_rows_per_shard, + row_group_size=args.row_group_size, + num_workers=args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/MultiID/train_test_split.json b/scripts/MultiID/train_test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..67bad135aa20bd1c96ae8b44b96ed0a0cc72f055 --- /dev/null +++ b/scripts/MultiID/train_test_split.json @@ -0,0 +1,59851 @@ +{ + "train": [ + "cropped_grounding_cp_images/re_000001/000010_000434.jpg", + "cropped_grounding_cp_images/re_000001/000029_000263.jpg", + "cropped_grounding_cp_images/re_000001/000081_000484.jpg", + "cropped_grounding_cp_images/re_000001/000098_000233.jpg", + "cropped_grounding_cp_images/re_000001/000104_002012.jpg", + "cropped_grounding_cp_images/re_000001/000122_002318.jpg", + "cropped_grounding_cp_images/re_000001/000161_000115.jpg", + "cropped_grounding_cp_images/re_000001/000164_001753.jpg", + 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"train_cp/re_000384/383579.jpg", + "train_cp/re_000384/383624.jpg", + "train_cp/re_000384/383625.jpg", + "train_cp/re_000384/383638.jpg", + "train_cp/re_000384/383652.jpg", + "train_cp/re_000384/383685.jpg", + "train_cp/re_000384/383705.jpg" + ] +} diff --git a/scripts/Product1m/download.py b/scripts/Product1m/download.py new file mode 100644 index 0000000000000000000000000000000000000000..655d5ae22c653183b2f6fa85d7af57346ade23b7 --- /dev/null +++ b/scripts/Product1m/download.py @@ -0,0 +1,188 @@ +#!/usr/bin/env python3 +"""Download Product1M test/gallery images from official URL metadata.""" + +from __future__ import annotations + +import argparse +import json +import random +import sys +import time +from pathlib import Path + +try: + import requests +except ImportError as exc: + raise SystemExit("Missing python package: requests (pip install requests)") from exc + +MAX_RETRIES = 5 +MIN_BYTES = 1000 +HEADERS = { + "User-Agent": ( + "Mozilla/5.0 (Windows NT 10.0; Win64; x64) " + "AppleWebKit/537.36 (KHTML, like Gecko) " + "Chrome/119.0.0.0 Safari/537.36" + ), + "Accept": "image/avif,image/webp,image/apng,image/svg+xml,image/*,*/*;q=0.8", + "Accept-Language": "zh-CN,zh;q=0.9,en;q=0.8", + "Referer": "https://www.taobao.com/", +} + +TXT_FILES = { + "test": "product1m_test_ossurl_v2.txt", + "gallery": "product1m_gallery_ossurl_v2.txt", +} + + +def find_txt_dir(root: Path) -> Path: + for name in ("Poudct1M", "Product1M"): + candidate = root / name + if candidate.is_dir(): + return candidate + raise FileNotFoundError(f"Cannot find Poudct1M/ or Product1M/ under {root}") + + +def load_split(path: Path) -> dict: + with open(path, encoding="utf-8") as f: + data = json.load(f) + for key in ("test", "gallery"): + if key not in data: + raise KeyError(f"Missing key '{key}' in {path}") + return data + + +def read_lines_at(txt_path: Path, line_numbers: list[int]) -> dict[int, str]: + wanted = set(line_numbers) + max_line = max(line_numbers) + found: dict[int, str] = {} + with open(txt_path, encoding="utf-8") as f: + for lineno, line in enumerate(f, 1): + if lineno in wanted: + found[lineno] = line.strip() + if lineno >= max_line and len(found) == len(wanted): + break + missing = sorted(wanted - found.keys()) + if missing: + raise ValueError(f"Missing lines in {txt_path}: {missing[:10]}") + return found + + +def parse_record(line: str) -> tuple[str, list[str]]: + parts = line.split("#####") + if len(parts) < 4: + raise ValueError(f"Invalid line with <4 fields: {line[:120]}") + image_id = parts[0] + urls = [parts[2], parts[3]] + return image_id, urls + + +def download_image(session: requests.Session, urls: list[str], out_path: Path) -> str | None: + for url in urls: + last_error = None + for attempt in range(MAX_RETRIES): + try: + if attempt > 0: + time.sleep(random.uniform(1.0, 3.0)) + response = session.get(url, timeout=15, allow_redirects=True) + if response.status_code == 200 and len(response.content) > MIN_BYTES: + out_path.parent.mkdir(parents=True, exist_ok=True) + out_path.write_bytes(response.content) + return url + last_error = f"HTTP {response.status_code}, bytes={len(response.content)}" + if response.status_code == 420: + time.sleep(random.uniform(2.0, 6.0)) + except requests.RequestException as exc: + last_error = str(exc) + time.sleep(random.uniform(1.0, 2.0)) + if last_error: + continue + return None + + +def download_images( + split_json: Path, + repo_dir: Path, + source_dir: Path, + log_file: Path, +) -> None: + split = load_split(split_json) + txt_dir = find_txt_dir(repo_dir) + log_file.parent.mkdir(parents=True, exist_ok=True) + + session = requests.Session() + session.headers.update(HEADERS) + + total_ok = 0 + total_skip = 0 + total_fail = 0 + + with open(log_file, "a", encoding="utf-8") as log_f: + for split_name in ("test", "gallery"): + entries = split[split_name] + line_numbers = [item["line_number"] for item in entries] + id_by_line = {item["line_number"]: item["id"] for item in entries} + + txt_path = txt_dir / TXT_FILES[split_name] + lines = read_lines_at(txt_path, line_numbers) + out_dir = source_dir / split_name + + print(f"==> [{split_name}] {len(entries)} images -> {out_dir}") + + for lineno in sorted(line_numbers): + image_id = id_by_line[lineno] + out_path = out_dir / f"{image_id}.jpg" + if out_path.is_file() and out_path.stat().st_size > MIN_BYTES: + total_skip += 1 + continue + + record_id, urls = parse_record(lines[lineno]) + if record_id != image_id: + raise ValueError( + f"ID mismatch at line {lineno}: split={image_id}, txt={record_id}" + ) + + used_url = download_image(session, urls, out_path) + if used_url: + total_ok += 1 + print(f" ok {split_name}/{image_id}.jpg") + else: + total_fail += 1 + msg = ( + f"{split_name}; {image_id}; line={lineno}; " + f"failed; urls={urls}; retries={MAX_RETRIES}\n" + ) + log_f.write(msg) + print(f" fail {split_name}/{image_id}.jpg (see {log_file})") + + time.sleep(random.uniform(0.1, 0.5)) + + print("==> Download summary") + print(f" downloaded: {total_ok}") + print(f" skipped: {total_skip}") + print(f" failed: {total_fail}") + print(f" log: {log_file}") + if total_fail > 0: + raise SystemExit(1) + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--split-json", type=Path, required=True) + parser.add_argument("--repo-dir", type=Path, required=True) + parser.add_argument("--source-dir", type=Path, required=True) + parser.add_argument("--log-file", type=Path, required=True) + return parser.parse_args() + + +def main() -> None: + args = parse_args() + download_images( + split_json=args.split_json, + repo_dir=args.repo_dir, + source_dir=args.source_dir, + log_file=args.log_file, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/Product1m/process.sh b/scripts/Product1m/process.sh new file mode 100644 index 0000000000000000000000000000000000000000..aadfe9d9c6a73beb6bcb9bafffdea004ddb38f58 --- /dev/null +++ b/scripts/Product1m/process.sh @@ -0,0 +1,48 @@ +#!/usr/bin/env bash +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Workspace root containing train/ and test/ outputs; override via MVEB_ROOT. +ROOT_DIR="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../../.." && pwd)}" +DOWNLOAD_DIR="${ROOT_DIR}/downloads/product1m" +SOURCE_DIR="${ROOT_DIR}/source/product1m" +REPO_DIR="${DOWNLOAD_DIR}/Product1M" +REPO_URL="https://github.com/zhanxlin/Product1M.git" +SPLIT_JSON="${SCRIPT_DIR}/test_split.json" +LOG_FILE="${DOWNLOAD_DIR}/download.log" + +need_cmd() { + command -v "$1" >/dev/null 2>&1 || { + echo "Missing command: $1" >&2 + exit 1 + } +} + +need_cmd git +need_cmd python3 + +mkdir -p "${DOWNLOAD_DIR}" "${SOURCE_DIR}/test" "${SOURCE_DIR}/gallery" + +echo "==> Clone Product1M metadata repo -> ${REPO_DIR}" +if [[ -d "${REPO_DIR}/.git" ]]; then + git -C "${REPO_DIR}" pull --ff-only +else + git clone "${REPO_URL}" "${REPO_DIR}" +fi + +echo "==> Download images listed in ${SPLIT_JSON}" +python3 "${SCRIPT_DIR}/download.py" \ + --split-json "${SPLIT_JSON}" \ + --repo-dir "${REPO_DIR}" \ + --source-dir "${SOURCE_DIR}" \ + --log-file "${LOG_FILE}" + +python3 "${SCRIPT_DIR}/process_product1m.py" --overwrite \ + --split-json "${SPLIT_JSON}" \ + --image-root "${SOURCE_DIR}" \ + --repo-dir "${REPO_DIR}" \ + --output-root "${ROOT_DIR}" + +echo "==> Done" +echo " repo: ${REPO_DIR}" +echo " source: ${SOURCE_DIR}" diff --git a/scripts/Product1m/process_product1m.py b/scripts/Product1m/process_product1m.py new file mode 100644 index 0000000000000000000000000000000000000000..bf41b217526c910583a3c35ace53a91dbe6cde78 --- /dev/null +++ b/scripts/Product1m/process_product1m.py @@ -0,0 +1,280 @@ +#!/usr/bin/env python3 +"""Build MVEB Product1m test subset from downloaded images and test_split.json. + +Input: + scripts/Product1m/test_split.json + { + "test": [{"id": "...", "line_number": N}, ...], + "gallery": [{"id": "...", "line_number": N}, ...] + } + source/product1m/{test,gallery}/*.jpg + downloads/product1m/Product1M/Poudct1M/product1m_{test,gallery}_ossurl_v2.txt + +Output (when executed from MVEB root): + ./MVEB-test/Product1m/{query.parquet,candidate.parquet,media-*.parquet,README.md} +""" + +from __future__ import annotations + +import argparse +import json +import shutil +import sys +from collections import defaultdict +from pathlib import Path +from typing import Dict, List, Sequence, Tuple + +SCRIPT_DIR = Path(__file__).resolve().parent +SCRIPTS_ROOT = SCRIPT_DIR.parent +ROOT_DIR = SCRIPT_DIR.parent.parent.parent + +if str(SCRIPTS_ROOT) not in sys.path: + sys.path.insert(0, str(SCRIPTS_ROOT)) +from pack_media_parquet import pack_dataset_with_media, resolve_split_output_dir + +QUERY_INSTRUCTION = "You are a helpful assistant." +QUERY_TEXT = "Represent the product in the given image." +CANDIDATE_INSTRUCTION = "You are a helpful assistant." +CANDIDATE_TEXT = "Represent the product in the given image." + +TXT_FILES = { + "test": "product1m_test_ossurl_v2.txt", + "gallery": "product1m_gallery_ossurl_v2.txt", +} + + +def _load_split(path: Path) -> dict: + with path.open("r", encoding="utf-8") as f: + data = json.load(f) + for key in ("test", "gallery"): + if key not in data or not isinstance(data[key], list): + raise ValueError(f"split json must contain key {key!r} with a list value") + return data + + +def _read_lines_at(txt_path: Path, line_numbers: Sequence[int]) -> Dict[int, str]: + wanted = set(line_numbers) + max_line = max(line_numbers) + found: Dict[int, str] = {} + with txt_path.open("r", encoding="utf-8") as f: + for lineno, line in enumerate(f, 1): + if lineno in wanted: + found[lineno] = line.strip() + if lineno >= max_line and len(found) == len(wanted): + break + missing = sorted(wanted - found.keys()) + if missing: + raise ValueError(f"Missing lines in {txt_path}: {missing[:10]}") + return found + + +def _parse_record(line: str) -> Tuple[str, List[str]]: + """Parse Product1M txt line -> (image_id, product_ids).""" + parts = line.split("#####") + if len(parts) < 4: + raise ValueError(f"Invalid Product1M line (<4 fields): {line[:120]}") + image_id = parts[0] + # Official converter uses split("####") then strip('#') on product tokens. + infos = line.split("####") + product_ids = [item.strip("#") for item in infos[-1].split(";") if item.strip("#")] + return image_id, product_ids + + +def _make_annotations( + split_data: dict, + anno_dir: Path, + image_root: Path, +) -> Tuple[List[dict], List[dict]]: + """Build query/candidate rows aligned with converter/product1m.py test logic. + + - candidates: all gallery images in test_split.json + - queries: all test images that have >=1 matching gallery product_id + - pos_ids: gallery candidate ids sharing any product_id with the query + """ + gallery_entries = split_data["gallery"] + test_entries = split_data["test"] + + gallery_lines = _read_lines_at( + anno_dir / TXT_FILES["gallery"], + [item["line_number"] for item in gallery_entries], + ) + test_lines = _read_lines_at( + anno_dir / TXT_FILES["test"], + [item["line_number"] for item in test_entries], + ) + + productid2candidate_ids: Dict[str, List[str]] = defaultdict(list) + candidate_rows: List[dict] = [] + + for idx, item in enumerate(gallery_entries): + line = gallery_lines[item["line_number"]] + image_id, product_ids = _parse_record(line) + if image_id != item["id"]: + raise ValueError( + f"Gallery ID mismatch at line {item['line_number']}: " + f"split={item['id']}, txt={image_id}" + ) + rel_path = f"gallery/{image_id}.jpg" + abs_path = image_root / rel_path + if not abs_path.is_file(): + raise FileNotFoundError(f"Missing gallery image: {abs_path}") + + candidate_rows.append( + { + "id": rel_path, + "image_path": rel_path, + "instruction": CANDIDATE_INSTRUCTION, + "text": CANDIDATE_TEXT, + } + ) + for product_id in product_ids: + productid2candidate_ids[product_id].append(rel_path) + + query_rows: List[dict] = [] + skipped = 0 + for item in test_entries: + line = test_lines[item["line_number"]] + image_id, product_ids = _parse_record(line) + if image_id != item["id"]: + raise ValueError( + f"Test ID mismatch at line {item['line_number']}: " + f"split={item['id']}, txt={image_id}" + ) + rel_path = f"test/{image_id}.jpg" + abs_path = image_root / rel_path + if not abs_path.is_file(): + raise FileNotFoundError(f"Missing test image: {abs_path}") + + pos_ids: List[str] = [] + seen = set() + for product_id in product_ids: + for cid in productid2candidate_ids.get(product_id, []): + if cid not in seen: + seen.add(cid) + pos_ids.append(cid) + if not pos_ids: + skipped += 1 + continue + + query_rows.append( + { + "id": str(len(query_rows)), + "image_path": rel_path, + "instruction": QUERY_INSTRUCTION, + "text": QUERY_TEXT, + "pos_ids": pos_ids, + } + ) + + if skipped: + print(f"[warn] skipped {skipped} test queries with empty pos_ids") + if not query_rows: + raise ValueError("No valid query annotations were built") + if not candidate_rows: + raise ValueError("No candidate annotations were built") + return query_rows, candidate_rows + + +def _process_test( + split_data: dict, + anno_dir: Path, + image_root: Path, + output_root: Path, + overwrite: bool, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, +) -> None: + out_dir = resolve_split_output_dir(output_root, "test", "Product1m") + if overwrite and out_dir.exists(): + shutil.rmtree(out_dir) + out_dir.mkdir(parents=True, exist_ok=True) + + query_rows, candidate_rows = _make_annotations(split_data, anno_dir, image_root) + stats = pack_dataset_with_media( + query_annotations=query_rows, + candidate_annotations=candidate_rows, + image_dir=str(image_root), + output_dir=str(out_dir), + media_rows_per_shard=media_rows_per_shard, + row_group_size=row_group_size, + num_workers=num_workers, + dataset_name="Product1m", + data_split="test", + write_subset_readme=True, + show_progress=True, + ) + print( + f"[test] done: media={stats['num_media']}, " + f"query={stats['num_query']}, candidate={stats['num_candidate']}, " + f"shards={stats['num_shards']} -> {out_dir}" + ) + + +def main() -> None: + parser = argparse.ArgumentParser( + description="Process Product1m test_split.json to MVEB parquet format." + ) + parser.add_argument( + "--split-json", + type=Path, + default=SCRIPT_DIR / "test_split.json", + help="JSON containing test/gallery id + line_number entries.", + ) + parser.add_argument( + "--image-root", + type=Path, + default=ROOT_DIR / "source" / "product1m", + help="Root directory containing test/ and gallery/ images.", + ) + parser.add_argument( + "--repo-dir", + type=Path, + default=ROOT_DIR / "downloads" / "product1m" / "Product1M", + help="Cloned Product1M github repo.", + ) + parser.add_argument( + "--output-root", + type=Path, + default=ROOT_DIR, + help="Output MVEB root directory (contains test/).", + ) + parser.add_argument( + "--overwrite", + action="store_true", + help="Delete existing output split dir before writing.", + ) + parser.add_argument("--media-rows-per-shard", type=int, default=5000) + parser.add_argument("--row-group-size", type=int, default=100) + parser.add_argument("--num-workers", type=int, default=1) + args = parser.parse_args() + + if not args.split_json.exists(): + raise FileNotFoundError(f"split json not found: {args.split_json}") + if not args.image_root.exists(): + raise FileNotFoundError(f"image root not found: {args.image_root}") + + anno_dir = args.repo_dir / "Poudct1M" + if not anno_dir.exists(): + raise FileNotFoundError(f"anno dir not found: {anno_dir}") + + for name in TXT_FILES.values(): + txt_path = anno_dir / name + if not txt_path.exists(): + raise FileNotFoundError(f"annotation txt not found: {txt_path}") + + split_data = _load_split(args.split_json) + _process_test( + split_data=split_data, + anno_dir=anno_dir, + image_root=args.image_root, + output_root=args.output_root, + overwrite=args.overwrite, + media_rows_per_shard=args.media_rows_per_shard, + row_group_size=args.row_group_size, + num_workers=args.num_workers, + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/Product1m/test_split.json b/scripts/Product1m/test_split.json new file mode 100644 index 0000000000000000000000000000000000000000..2408d9f6c13d63cc233567a085afa7916aa937c7 --- /dev/null +++ b/scripts/Product1m/test_split.json @@ -0,0 +1,21322 @@ +{ + "test": [ + { + "id": "618854379435", + "line_number": 4 + }, + { + "id": "610717425805", + "line_number": 5 + }, + { + "id": "625832669234", + "line_number": 10 + }, + { + "id": "616151284614", + "line_number": 13 + }, + { + "id": "562651046563", + "line_number": 14 + }, + { + "id": "624041417471", + "line_number": 15 + }, + { + "id": "612639053730", + "line_number": 18 + }, + { + "id": "601285537721", + "line_number": 22 + }, + { + "id": "613774054884", + "line_number": 24 + }, + { + "id": "564298097200", + "line_number": 27 + }, + { + "id": "580298373383", + "line_number": 28 + }, + { + "id": 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Features( + { + "image": HFImage(), + "video": HFVideo(), + "audio": HFAudio(), + } +) +MEDIA_TYPE_COLUMNS = ("image", "video", "audio") +MEDIA_ROLES = ("media", "query", "candidate") +DEFAULT_ROW_GROUP_SIZE = 100 +DEFAULT_MEDIA_ROWS_PER_SHARD = 5000 +KNOWN_DATA_SPLITS = ("train", "test", "validation", "valid", "dev") + + +def resolve_split_output_dir(output_root, split_name: str, subset_name: str) -> Path: + """Resolve the output dir for one subset of a split. + + Default layout mirrors the Hub repos: ``{output_root}/MVEB-{split}/{subset}``. + Override the split root with env ``MVEB_TRAIN_DIR`` / ``MVEB_TEST_DIR`` + (e.g. point them at locally downloaded MVEB-train / MVEB-test repos). + """ + override = os.environ.get(f"MVEB_{split_name.upper()}_DIR") + base = Path(override) if override else Path(output_root) / f"MVEB-{split_name}" + return base / subset_name + + +def _infer_collection_name(dir_path: str) -> str: + """Infer collection label from path basename (e.g. ``test`` / ``train`` for Hub repo name).""" + return os.path.basename(os.path.normpath(dir_path)) + + +def _infer_data_split(path_like: str, default: str = "train") -> str: + """Infer split name from path components, fallback to ``default``.""" + parts = [p.lower() for p in os.path.normpath(path_like).split(os.sep) if p] + for part in reversed(parts): + if part in KNOWN_DATA_SPLITS: + return part + return default + + +def infer_media_type(media_row: dict) -> Optional[str]: + """Return which media column is set (``image`` / ``video`` / ``audio``).""" + for column in MEDIA_TYPE_COLUMNS: + if media_row.get(column) is not None: + return column + return None + + +def get_media_payload(media_row: dict): + """Return the non-null media payload; raises if the row is empty.""" + media_type = infer_media_type(media_row) + if media_type is None: + raise ValueError("media row has no populated image/video/audio column") + return media_row[media_type] + + +def _make_media_row( + *, + image=None, + video=None, + audio=None, +) -> dict: + populated = [ + name + for name, value in (("image", image), ("video", video), ("audio", audio)) + if value is not None + ] + if len(populated) != 1: + raise ValueError(f"exactly one media column must be set, got {populated}") + return {"image": image, "video": video, "audio": audio} + + +def _read_media_bytes(media_path: str) -> bytes: + with open(media_path, "rb") as f: + return f.read() + + +def _parse_size(size: str) -> int: + size = size.strip().upper() + m = re.fullmatch(r"(\d+(?:\.\d+)?)\s*([KMGT]?B)", size) + if not m: + raise ValueError(f"Invalid size string: {size!r}, e.g. 500MB or 1GB") + value = float(m.group(1)) + unit = m.group(2) + scale = {"B": 1, "KB": 1024, "MB": 1024**2, "GB": 1024**3, "TB": 1024**4} + return int(value * scale[unit]) + + +def _resolve_image_path(image_path: str, image_dir: str) -> str: + if not image_path: + raise ValueError("empty image_path") + if os.path.isabs(image_path) and os.path.exists(image_path): + return image_path + candidate = os.path.join(image_dir, image_path) + if os.path.exists(candidate): + return candidate + raise FileNotFoundError( + f"Image not found: {image_path!r} (image_dir={image_dir!r})" + ) + + +def _discover_subsets(split_dir: str) -> List[str]: + subsets: List[str] = [] + for name in sorted(os.listdir(split_dir)): + if name == "images": + continue + sub_path = os.path.join(split_dir, name) + if not os.path.isdir(sub_path): + continue + query_path = os.path.join(sub_path, "query.parquet") + candidate_path = os.path.join(sub_path, "candidate.parquet") + if os.path.exists(query_path) and os.path.exists(candidate_path): + subsets.append(name) + return subsets + + +def _collect_unique_paths( + query_rows: Sequence[dict], + candidate_rows: Sequence[dict], +) -> Tuple[List[str], Dict[str, int]]: + path_to_index: Dict[str, int] = {} + ordered_paths: List[str] = [] + + def add_path(path: Optional[str]) -> None: + if not path: + return + if path not in path_to_index: + path_to_index[path] = len(ordered_paths) + ordered_paths.append(path) + + for row in query_rows: + add_path(row.get("image_path")) + for row in candidate_rows: + add_path(row.get("image_path")) + + return ordered_paths, path_to_index + + +def _rows_with_media_index( + rows: Sequence[dict], + path_to_index: Dict[str, int], +) -> List[dict]: + converted: List[dict] = [] + for row in rows: + new_row = { + k: v + for k, v in row.items() + if k not in ("image_path", "media_type") + } + image_path = row.get("image_path") + if image_path: + new_row["media_index"] = path_to_index[image_path] + elif "media_index" not in new_row: + raise ValueError(f"row id={row.get('id')}: missing image_path and media_index") + converted.append(new_row) + return converted + + +def _load_media_rows( + ordered_paths: Sequence[str], + image_dir: str, + desc: str = "load images", + show_progress: bool = True, +) -> List[dict]: + iterator = ordered_paths + if show_progress: + iterator = tqdm(ordered_paths, desc=desc) + media_rows: List[dict] = [] + for rel_path in iterator: + abs_path = _resolve_image_path(rel_path, image_dir) + media_rows.append( + _make_media_row(image={"bytes": _read_media_bytes(abs_path), "path": None}) + ) + return media_rows + + +def _estimate_num_shards_by_rows( + media_items: Sized, + media_rows_per_shard: int, +) -> int: + """Shard count for ``media_items`` (media rows or their source paths).""" + if media_rows_per_shard < 1: + raise ValueError( + f"media_rows_per_shard must be >= 1, got {media_rows_per_shard}" + ) + num_items = len(media_items) + if num_items == 0: + return 1 + return max(1, math.ceil(num_items / media_rows_per_shard)) + + +def _write_parquet( + rows_or_ds: Sequence[dict] | Dataset, + path: str, + row_group_size: int, + *, + features: Optional[Features] = None, +) -> None: + """Write parquet with explicit row groups (HF ``batch_size`` = rows per group).""" + if row_group_size < 1: + raise ValueError(f"row_group_size must be >= 1, got {row_group_size}") + if isinstance(rows_or_ds, Dataset): + ds = rows_or_ds + elif features is not None: + ds = Dataset.from_list(list(rows_or_ds), features=features) + else: + ds = Dataset.from_list(list(rows_or_ds)) + ds.to_parquet(path, batch_size=row_group_size) + + +def _media_shard_path(output_dir: str, shard_idx: int, num_shards: int) -> str: + return os.path.join( + output_dir, + f"media-{shard_idx:05d}-of-{num_shards:05d}.parquet", + ) + + +def _write_one_media_shard( + shard_idx: int, + num_shards: int, + shard_paths: Sequence[str], + image_dir: str, + output_dir: str, + row_group_size: int, +) -> Tuple[int, int, str]: + shard_rows = _load_media_rows( + shard_paths, + image_dir, + show_progress=False, + ) + shard = Dataset.from_list(shard_rows, features=_MEDIA_FEATURES) + out_path = _media_shard_path(output_dir, shard_idx, num_shards) + _write_parquet(shard, out_path, row_group_size) + return shard_idx, len(shard_rows), out_path + + +def _write_media_shards( + ordered_paths: Sequence[str], + image_dir: str, + output_dir: str, + media_rows_per_shard: int, + row_group_size: int, + num_workers: int, + *, + desc: str = "media", + show_progress: bool = True, +) -> int: + os.makedirs(output_dir, exist_ok=True) + num_shards = _estimate_num_shards_by_rows(ordered_paths, media_rows_per_shard) + for old_path in glob.glob(os.path.join(output_dir, "media-*.parquet")): + os.remove(old_path) + + shard_specs = [] + for shard_idx in range(num_shards): + start = shard_idx * media_rows_per_shard + end = min(start + media_rows_per_shard, len(ordered_paths)) + shard_specs.append((shard_idx, ordered_paths[start:end])) + + if num_workers < 1: + raise ValueError(f"num_workers must be >= 1, got {num_workers}") + + if num_workers == 1 or num_shards == 1: + for shard_idx, shard_paths in shard_specs: + shard_rows = _load_media_rows( + shard_paths, + image_dir, + desc=f"{desc} shard {shard_idx + 1}/{num_shards}", + show_progress=show_progress, + ) + shard = Dataset.from_list(shard_rows, features=_MEDIA_FEATURES) + out_path = _media_shard_path(output_dir, shard_idx, num_shards) + _write_parquet(shard, out_path, row_group_size) + return num_shards + + workers = min(num_workers, num_shards) + with ProcessPoolExecutor(max_workers=workers) as executor: + futures = [ + executor.submit( + _write_one_media_shard, + shard_idx, + num_shards, + shard_paths, + image_dir, + output_dir, + row_group_size, + ) + for shard_idx, shard_paths in shard_specs + ] + iterator = as_completed(futures) + if show_progress: + iterator = tqdm( + iterator, + total=len(futures), + desc=f"{desc} shards", + ) + for future in iterator: + future.result() + + return num_shards + + +def _write_readme( + output_dir: str, + dataset_name: str, + data_split: str, + num_media: int, + num_query: int, + num_candidate: int, + query_feature_names: Sequence[str], + candidate_feature_names: Sequence[str], +) -> None: + readme = _render_subset_readme_yaml( + config_name=dataset_name, + path_prefix="", + data_split=data_split, + num_media=num_media, + num_query=num_query, + num_candidate=num_candidate, + query_feature_names=query_feature_names, + candidate_feature_names=candidate_feature_names, + pretty_name=dataset_name, + ) + with open(os.path.join(output_dir, "README.md"), "w", encoding="utf-8") as f: + f.write(readme) + + +def _discover_packed_subsets(output_dir: str) -> List[str]: + """Find packed subset folders under a split output root.""" + subsets: List[str] = [] + for name in sorted(os.listdir(output_dir)): + sub_path = os.path.join(output_dir, name) + if not os.path.isdir(sub_path): + continue + if not os.path.exists(os.path.join(sub_path, "query.parquet")): + continue + if not glob.glob(os.path.join(sub_path, "media-*.parquet")): + continue + subsets.append(name) + return subsets + + +def _parquet_num_rows(parquet_path: str) -> int: + return pq.read_metadata(parquet_path).num_rows + + +def _parquet_column_names(parquet_path: str) -> List[str]: + return pq.read_schema(parquet_path).names + + +def _media_num_rows(subset_dir: str) -> int: + media_files = sorted(glob.glob(os.path.join(subset_dir, "media-*.parquet"))) + if not media_files: + raise FileNotFoundError(f"No media shards under {subset_dir}") + return sum(_parquet_num_rows(path) for path in media_files) + + +def _hub_feature_yaml_lines(name: str, indent: str = " ") -> str: + inner = indent + " " + if name in ("pos_ids", "neg_ids", "pool_ids"): + return f"{inner}- name: {name}\n{inner} sequence: string" + if name == "scores": + return f"{inner}- name: {name}\n{inner} sequence: float64" + if name == "media_index": + return f"{inner}- name: {name}\n{inner} dtype: int64" + return f"{inner}- name: {name}\n{inner} dtype: string" + + +def _features_yaml_block(feature_names: Sequence[str], indent: str = " ") -> str: + return "\n".join(_hub_feature_yaml_lines(name, indent) for name in feature_names) + + +def _media_features_yaml() -> str: + inner = " " + return ( + f"{inner}- name: image\n{inner} dtype: image\n" + f"{inner}- name: video\n{inner} dtype: video\n" + f"{inner}- name: audio\n{inner} dtype: audio" + ) + + +def _role_config_name(subset_name: str, role: str) -> str: + if role not in MEDIA_ROLES: + raise ValueError(f"role must be one of {MEDIA_ROLES}, got {role!r}") + return f"{subset_name}_{role}" + + +def _render_subset_readme_yaml( + *, + config_name: str, + path_prefix: str, + data_split: str, + num_media: int, + num_query: int, + num_candidate: int, + query_feature_names: Sequence[str], + candidate_feature_names: Sequence[str], + pretty_name: Optional[str] = None, +) -> str: + media_path = f"{path_prefix}media-*.parquet" if path_prefix else "media-*.parquet" + query_path = f"{path_prefix}query.parquet" if path_prefix else "query.parquet" + candidate_path = f"{path_prefix}candidate.parquet" if path_prefix else "candidate.parquet" + title_line = f"pretty_name: {pretty_name}\n" if pretty_name else "" + media_config = _role_config_name(config_name, "media") + query_config = _role_config_name(config_name, "query") + candidate_config = _role_config_name(config_name, "candidate") + return ( + "---\n" + f"{title_line}" + "configs:\n" + f"- config_name: {media_config}\n" + " data_files:\n" + f" - split: {data_split}\n" + f" path: {media_path}\n" + f"- config_name: {query_config}\n" + " data_files:\n" + f" - split: {data_split}\n" + f" path: {query_path}\n" + f"- config_name: {candidate_config}\n" + " data_files:\n" + f" - split: {data_split}\n" + f" path: {candidate_path}\n" + "---\n" + ) + + +def _collect_subset_hub_metadata( + subset_name: str, + subset_dir: str, +) -> dict: + """Build hub README metadata for one subset config (splits: media/query/candidate).""" + query_path = os.path.join(subset_dir, "query.parquet") + candidate_path = os.path.join(subset_dir, "candidate.parquet") + return { + "config_name": subset_name, + "num_media": _media_num_rows(subset_dir), + "num_query": _parquet_num_rows(query_path), + "num_candidate": _parquet_num_rows(candidate_path), + "query_feature_names": _parquet_column_names(query_path), + "candidate_feature_names": _parquet_column_names(candidate_path), + } + + +def build_hub_readme( + output_dir: str, + *, + data_split: Optional[str] = None, + dataset_title: Optional[str] = None, + subsets: Optional[Sequence[str]] = None, +) -> str: + """ + Write a top-level HuggingFace Hub README for all packed subsets under ``output_dir``. + + One config per subset; HF splits are ``media`` / ``query`` / ``candidate``. + Use separate repos or directories (e.g. ``.../test``, ``.../train``) for collections. + """ + output_dir = os.path.abspath(output_dir) + subset_names = list(subsets) if subsets else _discover_packed_subsets(output_dir) + if not subset_names: + raise ValueError(f"No packed subsets found under {output_dir}") + + title = dataset_title or _infer_collection_name(output_dir) + split_name = data_split or _infer_data_split(output_dir) + config_blocks: List[str] = [] + for subset_name in subset_names: + _ = _collect_subset_hub_metadata(subset_name, os.path.join(output_dir, subset_name)) + config_blocks.append( + f"- config_name: {_role_config_name(subset_name, 'media')}\n" + " data_files:\n" + f" - split: {split_name}\n" + f" path: {subset_name}/media-*.parquet\n" + f"- config_name: {_role_config_name(subset_name, 'query')}\n" + " data_files:\n" + f" - split: {split_name}\n" + f" path: {subset_name}/query.parquet\n" + f"- config_name: {_role_config_name(subset_name, 'candidate')}\n" + " data_files:\n" + f" - split: {split_name}\n" + f" path: {subset_name}/candidate.parquet" + ) + + readme = ( + "---\n" + f"pretty_name: {title}\n" + "configs:\n" + + "\n".join(config_blocks) + + "\n---\n" + ) + readme_path = os.path.join(output_dir, "README.md") + with open(readme_path, "w", encoding="utf-8") as f: + f.write(readme) + return readme_path + + +def load_hub_subset( + repo_or_path: str, + subset_name: str, + role: str, + data_split: Optional[str] = None, +) -> Dataset: + """Load one role dataset for a subset (config: ``{subset}_{role}``, split inferred from path).""" + if role not in MEDIA_ROLES: + raise ValueError(f"role must be one of {MEDIA_ROLES}, got {role!r}") + config_name = _role_config_name(subset_name, role) + split_name = data_split or _infer_data_split(repo_or_path) + return load_dataset(repo_or_path, config_name, split=split_name) + + +def load_hub_subset_dict( + repo_or_path: str, + subset_name: str, + data_split: Optional[str] = None, +) -> DatasetDict: + """Load media / query / candidate datasets for one subset.""" + return DatasetDict( + { + "media": load_hub_subset(repo_or_path, subset_name, "media", data_split=data_split), + "query": load_hub_subset(repo_or_path, subset_name, "query", data_split=data_split), + "candidate": load_hub_subset( + repo_or_path, subset_name, "candidate", data_split=data_split + ), + } + ) + + +def pack_dataset_with_media( + query_annotations: Sequence[dict], + candidate_annotations: Sequence[dict], + image_dir: str, + output_dir: str, + *, + max_shard_size: str = "500MB", + media_rows_per_shard: int = DEFAULT_MEDIA_ROWS_PER_SHARD, + num_workers: int = 1, + row_group_size: int = DEFAULT_ROW_GROUP_SIZE, + dataset_name: Optional[str] = None, + data_split: str = "train", + write_subset_readme: bool = True, + show_progress: bool = True, +) -> Dict[str, int]: + query_rows = list(query_annotations) + candidate_rows = list(candidate_annotations) + + if not query_rows and not candidate_rows: + raise ValueError("query_annotations and candidate_annotations are both empty") + + ordered_paths, path_to_index = _collect_unique_paths(query_rows, candidate_rows) + if not ordered_paths: + raise ValueError("No image_path found in query/candidate annotations") + + name = dataset_name or os.path.basename(os.path.normpath(output_dir)) + # Deprecated in favor of fixed rows-per-shard; kept for CLI compatibility. + _ = max_shard_size + + os.makedirs(output_dir, exist_ok=True) + num_shards = _write_media_shards( + ordered_paths, + image_dir, + output_dir, + media_rows_per_shard, + row_group_size, + num_workers, + desc=f"{name} images", + show_progress=show_progress, + ) + + query_out = _rows_with_media_index(query_rows, path_to_index) + candidate_out = _rows_with_media_index(candidate_rows, path_to_index) + + _write_parquet(query_out, os.path.join(output_dir, "query.parquet"), row_group_size) + _write_parquet( + candidate_out, os.path.join(output_dir, "candidate.parquet"), row_group_size + ) + + if write_subset_readme: + _write_readme( + output_dir=output_dir, + dataset_name=name, + data_split=data_split, + num_media=len(ordered_paths), + num_query=len(query_out), + num_candidate=len(candidate_out), + query_feature_names=list(query_out[0].keys()) if query_out else [], + candidate_feature_names=list(candidate_out[0].keys()) if candidate_out else [], + ) + + return { + "num_media": len(ordered_paths), + "num_query": len(query_out), + "num_candidate": len(candidate_out), + "num_shards": num_shards, + } + + +def pack_subset_dir( + subset_input_dir: str, + subset_output_dir: str, + image_dir: str, + *, + subset_name: Optional[str] = None, + max_shard_size: str = "500MB", + media_rows_per_shard: int = DEFAULT_MEDIA_ROWS_PER_SHARD, + num_workers: int = 1, + row_group_size: int = DEFAULT_ROW_GROUP_SIZE, + data_split: str = "train", + write_subset_readme: bool = True, + show_progress: bool = True, +) -> Dict[str, int]: + query_path = os.path.join(subset_input_dir, "query.parquet") + candidate_path = os.path.join(subset_input_dir, "candidate.parquet") + if not os.path.exists(query_path): + raise FileNotFoundError(f"Missing {query_path}") + if not os.path.exists(candidate_path): + raise FileNotFoundError(f"Missing {candidate_path}") + + query_rows = pq.read_table(query_path).to_pylist() + candidate_rows = pq.read_table(candidate_path).to_pylist() + + return pack_dataset_with_media( + query_rows, + candidate_rows, + image_dir=image_dir, + output_dir=subset_output_dir, + max_shard_size=max_shard_size, + media_rows_per_shard=media_rows_per_shard, + num_workers=num_workers, + row_group_size=row_group_size, + dataset_name=subset_name or os.path.basename(subset_input_dir), + data_split=data_split, + write_subset_readme=write_subset_readme, + show_progress=show_progress, + ) + + +def pack_split_dir( + input_dir: str, + output_dir: str, + *, + image_dir: Optional[str] = None, + max_shard_size: str = "500MB", + media_rows_per_shard: int = DEFAULT_MEDIA_ROWS_PER_SHARD, + num_workers: int = 1, + row_group_size: int = DEFAULT_ROW_GROUP_SIZE, + subsets: Optional[Sequence[str]] = None, + write_subset_readme: bool = True, + write_hub_readme: bool = True, + hub_dataset_title: Optional[str] = None, + show_progress: bool = True, +) -> Dict[str, Dict[str, int]]: + """ + Iterate all subsets under a split directory and pack each to + ``{output_dir}/{subset_name}/``. + """ + input_dir = os.path.abspath(input_dir) + output_dir = os.path.abspath(output_dir) + image_root = os.path.abspath(image_dir or input_dir) + split_name = _infer_data_split(input_dir) + + subset_names = list(subsets) if subsets else _discover_subsets(input_dir) + if not subset_names: + raise ValueError(f"No subsets with query/candidate parquet found under {input_dir}") + + os.makedirs(output_dir, exist_ok=True) + all_stats: Dict[str, Dict[str, int]] = {} + + subset_iter = subset_names + if show_progress: + subset_iter = tqdm(subset_names, desc="subsets") + + for subset_name in subset_iter: + subset_input = os.path.join(input_dir, subset_name) + subset_output = os.path.join(output_dir, subset_name) + stats = pack_subset_dir( + subset_input, + subset_output, + image_dir=image_root, + subset_name=subset_name, + max_shard_size=max_shard_size, + media_rows_per_shard=media_rows_per_shard, + num_workers=num_workers, + row_group_size=row_group_size, + data_split=split_name, + write_subset_readme=write_subset_readme, + show_progress=show_progress, + ) + all_stats[subset_name] = stats + if show_progress and not isinstance(subset_iter, tqdm): + print( + f"[{subset_name}] media={stats['num_media']} " + f"({stats['num_shards']} shards), " + f"query={stats['num_query']}, candidate={stats['num_candidate']}" + ) + + if write_hub_readme and all_stats: + hub_path = build_hub_readme( + output_dir, + data_split=split_name, + dataset_title=hub_dataset_title, + subsets=list(all_stats.keys()), + ) + if show_progress: + print(f"Hub README: {hub_path}") + return all_stats + + +def _build_argparser() -> argparse.ArgumentParser: + parser = argparse.ArgumentParser( + description="Pack all subsets under a split dir into media_index format.", + ) + parser.add_argument( + "--input-dir", + help="Split directory, e.g. data/preprocess/Identity/test", + ) + parser.add_argument( + "--output-dir", + required=True, + help="Output root; each subset is written to {output_dir}/{subset_name}/", + ) + parser.add_argument( + "--image-dir", + default=None, + help="Root for relative image_path values (defaults to input-dir)", + ) + parser.add_argument( + "--max-shard-size", + default="500MB", + help=( + "Deprecated. Previously used for byte-based media shard sizing; " + "kept for compatibility." + ), + ) + parser.add_argument( + "--media-rows-per-shard", + type=int, + default=DEFAULT_MEDIA_ROWS_PER_SHARD, + help=f"Fixed number of media rows per shard (default: {DEFAULT_MEDIA_ROWS_PER_SHARD})", + ) + parser.add_argument( + "--num-workers", + type=int, + default=4, + help="Number of worker processes for media shard writing (default: 1)", + ) + parser.add_argument( + "--row-group-size", + type=int, + default=DEFAULT_ROW_GROUP_SIZE, + help=( + "Rows per parquet row group for media/query/candidate " + f"(default: {DEFAULT_ROW_GROUP_SIZE}, same as colpali_train_set)" + ), + ) + parser.add_argument( + "--no-subset-readme", + action="store_true", + help="Do not write per-subset README.md (Hub root README only)", + ) + parser.add_argument( + "--no-hub-readme", + action="store_true", + help="Do not write top-level Hub README.md under output-dir", + ) + parser.add_argument( + "--hub-readme-only", + action="store_true", + help="Only (re)generate top-level Hub README from existing packed subsets", + ) + parser.add_argument( + "--hub-dataset-title", + default=None, + help="pretty_name for top-level Hub README (default: output-dir basename)", + ) + parser.add_argument( + "--subsets", + nargs="*", + default=None, + help="Process only these subset names (default: all under input-dir)", + ) + parser.add_argument( + "--no-progress", + action="store_true", + help="Disable progress bars", + ) + return parser + + +def main() -> None: + args = _build_argparser().parse_args() + if args.hub_readme_only: + if not args.output_dir: + raise SystemExit("--output-dir is required with --hub-readme-only") + hub_path = build_hub_readme( + args.output_dir, + data_split=_infer_data_split(args.output_dir), + dataset_title=args.hub_dataset_title, + subsets=args.subsets, + ) + print(f"Hub README written: {hub_path}") + return + + if not args.input_dir: + raise SystemExit("--input-dir is required unless --hub-readme-only is set") + if not args.output_dir: + raise SystemExit("--output-dir is required") + all_stats = pack_split_dir( + input_dir=args.input_dir, + output_dir=args.output_dir, + image_dir=args.image_dir, + max_shard_size=args.max_shard_size, + media_rows_per_shard=args.media_rows_per_shard, + num_workers=args.num_workers, + row_group_size=args.row_group_size, + subsets=args.subsets, + write_subset_readme=not args.no_subset_readme, + write_hub_readme=not args.no_hub_readme, + hub_dataset_title=args.hub_dataset_title, + show_progress=not args.no_progress, + ) + print(f"Done: {len(all_stats)} subsets -> {args.output_dir}") + for subset_name, stats in all_stats.items(): + print( + f" {subset_name}: media={stats['num_media']} " + f"({stats['num_shards']} shards), " + f"query={stats['num_query']}, candidate={stats['num_candidate']}" + ) + + +if __name__ == "__main__": + main() diff --git a/scripts/run.sh b/scripts/run.sh new file mode 100644 index 0000000000000000000000000000000000000000..b18899029bf329718df04cf72e28deaaec71cf82 --- /dev/null +++ b/scripts/run.sh @@ -0,0 +1,123 @@ +#!/usr/bin/env bash +# One-click runner: reproduce all restricted MVEB subsets from raw sources. +# +# Each subset directory under scripts/ ships its own process.sh which +# 1. downloads raw data -> ${MVEB_ROOT}/downloads/ +# 2. extracts sources -> ${MVEB_ROOT}/source/ +# 3. packs parquet -> ${MVEB_TRAIN_DIR}/ , ${MVEB_TEST_DIR}/ +# +# Environment variables (all optional): +# MVEB_ROOT scratch root for downloads/ source/ logs/ +# (default: two levels above scripts/) +# MVEB_TRAIN_DIR MVEB-train repo dir receiving train subsets +# (default: parent of scripts/, i.e. this repo) +# MVEB_TEST_DIR MVEB-test repo dir receiving test subsets +# (default: ${MVEB_ROOT}/MVEB-test) +# +# Usage: +# bash run.sh # process all subsets +# bash run.sh DukeMTMC Inshop # process selected subsets only +# bash run.sh --list # list available subsets and exit +# +# Notes: +# - Kaggle subsets need a configured API token (~/.kaggle/kaggle.json). +# - A failing subset does not abort the others; a summary is printed at +# the end and the exit code is non-zero if any subset failed. +# - Per-subset logs: /logs/.log + +set -uo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +# Scratch root (downloads/source/logs); forwarded to every process.sh. +export MVEB_ROOT="${MVEB_ROOT:-$(cd "${SCRIPT_DIR}/../.." && pwd)}" +# Split output dirs; read by the packing python via env. +export MVEB_TRAIN_DIR="${MVEB_TRAIN_DIR:-$(cd "${SCRIPT_DIR}/.." && pwd)}" +export MVEB_TEST_DIR="${MVEB_TEST_DIR:-${MVEB_ROOT}/MVEB-test}" +ROOT_DIR="${MVEB_ROOT}" +LOG_DIR="${ROOT_DIR}/logs" + +# ---------- discover subsets (dirs containing process.sh) ---------- +ALL_SUBSETS=() +for dir in "${SCRIPT_DIR}"/*/; do + name="$(basename "${dir}")" + [[ -f "${dir}/process.sh" ]] && ALL_SUBSETS+=("${name}") +done + +if [[ ${#ALL_SUBSETS[@]} -eq 0 ]]; then + echo "No subset with process.sh found under ${SCRIPT_DIR}" >&2 + exit 1 +fi + +if [[ "${1:-}" == "--list" ]]; then + printf '%s\n' "${ALL_SUBSETS[@]}" + exit 0 +fi + +# ---------- resolve target subsets ---------- +if [[ $# -gt 0 ]]; then + TARGETS=() + for name in "$@"; do + if [[ -f "${SCRIPT_DIR}/${name}/process.sh" ]]; then + TARGETS+=("${name}") + else + echo "Unknown subset: ${name} (see: bash run.sh --list)" >&2 + exit 1 + fi + done +else + TARGETS=("${ALL_SUBSETS[@]}") +fi + +# ---------- pre-flight: collect required commands from process.sh ---------- +echo "==> MVEB_ROOT: ${MVEB_ROOT}" +echo "==> MVEB_TRAIN_DIR: ${MVEB_TRAIN_DIR}" +echo "==> MVEB_TEST_DIR: ${MVEB_TEST_DIR}" +echo "==> Pre-flight check" +MISSING=() +for name in "${TARGETS[@]}"; do + while read -r cmd; do + command -v "${cmd}" >/dev/null 2>&1 || MISSING+=("${name}: ${cmd}") + done < <(grep -oP '^need_cmd \K\w+' "${SCRIPT_DIR}/${name}/process.sh" | sort -u) +done +if [[ ${#MISSING[@]} -gt 0 ]]; then + echo "Missing commands (install them or the related subset will fail):" >&2 + printf ' %s\n' "${MISSING[@]}" >&2 +fi + +# ---------- run ---------- +mkdir -p "${LOG_DIR}" +PASSED=() +FAILED=() +total=${#TARGETS[@]} +idx=0 + +for name in "${TARGETS[@]}"; do + idx=$((idx + 1)) + log_file="${LOG_DIR}/${name}.log" + echo "" + echo "==> [${idx}/${total}] ${name} (log: ${log_file})" + start_ts=$(date +%s) + if bash "${SCRIPT_DIR}/${name}/process.sh" >"${log_file}" 2>&1; then + elapsed=$(( $(date +%s) - start_ts )) + echo " OK (${elapsed}s)" + PASSED+=("${name}") + else + elapsed=$(( $(date +%s) - start_ts )) + echo " FAILED after ${elapsed}s, last lines of log:" + tail -n 5 "${log_file}" | sed 's/^/ | /' + FAILED+=("${name}") + fi +done + +# ---------- summary ---------- +echo "" +echo "==================================================" +echo "Summary: ${#PASSED[@]} passed, ${#FAILED[@]} failed (of ${total})" +[[ ${#PASSED[@]} -gt 0 ]] && echo " passed: ${PASSED[*]}" +if [[ ${#FAILED[@]} -gt 0 ]]; then + echo " failed: ${FAILED[*]}" + echo " check logs under ${LOG_DIR}/ and re-run, e.g.:" + echo " bash run.sh ${FAILED[*]}" + exit 1 +fi +echo "All subsets processed. Outputs: ${MVEB_TRAIN_DIR}/ , ${MVEB_TEST_DIR}/"