From 65c9742a1c232edaba53063b8cfbba981de170ec Mon Sep 17 00:00:00 2001 From: yukun-hh Date: Sun, 17 May 2026 19:46:31 +0800 Subject: [PATCH] =?UTF-8?q?=E4=BF=AE=E6=94=B9accuracy=5Fbar.png?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .gitignore | 1 - AGENTS.md | 84 -------------------------------------- README.md | 2 - baseline/accuracy_bar.png | Bin 43514 -> 46490 bytes 4 files changed, 87 deletions(-) delete mode 100644 AGENTS.md diff --git a/.gitignore b/.gitignore index 53ddded..eec9fbf 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,6 @@ !/THIRD_PARTY_LICENSES.md !/Train.py !/Baseline.py -!/AGENTS.md !/Finetune.py !/Curve.py !/Evaluate.py diff --git a/AGENTS.md b/AGENTS.md deleted file mode 100644 index 02b7493..0000000 --- a/AGENTS.md +++ /dev/null @@ -1,84 +0,0 @@ -# AGENTS.md - -## Project - -CNN-based garbage classification (4 classes: 厨余垃圾/可回收物/其他垃圾/有害垃圾). ResNet-34 architecture, ~21M params, 256×256 RGB input, ~900 lines across 11 Python files. No package structure. - -## Pipeline (order matters) - -```bash -python Merge_classes.py # merges 265 → 4 classes, creates ../trash_division_data/ultimate_4_class/ -python Train.py # trains the model, saves best_model.pth + training_log.csv -python Finetune.py # optional: freezes early layers, saves finetuned_model.pth + finetune_log.csv -python Evaluate.py # plots confusion matrix / ROC / PR curves from best_model.pth -python Curve.py # plots loss/f1/acc/lr curves from training_log.csv -python baseline/VGG_KNN.py # VGG16 feature extraction + KNN baseline -python baseline/compare_models.py # compares multiple models (ROC + accuracy bar chart) -``` - -Also usable standalone: `python Model.py` prints `torchsummary` parameter summary. - -## Dependencies - -No `requirements.txt` — install manually: `torch`, `torchvision`, `tqdm`, `matplotlib`, `pandas`, `Pillow`, `torchsummary`. `Evaluate.py` and `baseline/*.py` additionally need `scikit-learn`. - -## Data setup - -Data expected **outside repo** at `../trash_division_data/` (sibling dir). `Merge_classes.py` reads `val/classname.txt` there; `Train.py` and `Finetune.py` expect `ultimate_4_class/{train,val}/` with class-numbered subdirs (`1/` to `4/`). All paths relative to repo root. - -## .gitignore — whitelist pattern - -`.gitignore` uses `*` (ignore everything) then un-ignores specific files with `!` patterns. **Any new file you add to the repo must be explicitly whitelisted** or it will be invisible to git. The current whitelist includes: `Dataloader.py`, `LICENSE`, `Merge_classes.py`, `Model.py`, `README.md`, `THIRD_PARTY_LICENSES.md`, `Train.py`, `.gitattributes`, `.gitignore`, plus `Finetune.py`, `Curve.py`, `Evaluate.py`, `AGENTS.md`, 4× output PNG, `training_log.csv`, and `baseline/`. - -`best_model.pth` and `finetuned_model.pth` are **untracked** (~125 MB each) — back them up manually if needed. `Finetune.py`, `Curve.py`, `Evaluate.py`, `AGENTS.md`, `training_log*.csv`, and `finetune_log.csv` are also untracked (not in whitelist). - -## Gotchas - -- **Windows: set `num_workers=0`** in `create_dataloaders()` call sites (`Train.py:191`, `Finetune.py:196`, `Dataloader.py:229`) -- Device selection priority: `cuda > xpu > cpu` (`xpu` = Intel GPU) -- Training auto-resumes from `best_model.pth` if present in repo root; fine-tuning auto-loads it too -- `Dataloader.py` uses `RobustImageFolder` — scans all images, skips corrupted ones (tqdm progress), slow on first load -- Image normalization: hardcoded ImageNet stats (`mean=[0.485, 0.456, 0.406]`, `std=[0.229, 0.224, 0.225]`) -- `create_dataloaders()` has a `val_split` parameter that's **never used** — the code always expects a pre-split `val/` folder - -### Finetune-specific - -- **BUG**: `freeze_base_layers()` references `model.stage2` and `model.stage3` but the model uses `layer2`/`layer3`. This crashes at runtime — fix to `model.layer2`/`model.layer3` (or delete the function, since it would freeze `layer2`+`layer3` while docstring says only conv1+stage2). -- `freeze_base_layers()` actually freezes **conv1, bn1, layer2, AND layer3** (despite docstring saying only conv1 + stage2). Only layer1, layer4, and fc are trainable. -- Class weights use `power=1.5` (vs `power=1.0` in Train) — amplifies minority-class weighting -- Defaults: `lr=0.0001`, `epochs=30` (vs `lr=0.001`, `epochs=20` in Train) -- Writes `finetune_log.csv` (Train writes `training_log.csv`) -- Loads `best_model.pth` then saves `finetuned_model.pth` - -### Curve.py - -- Hardcoded to read `training_log.csv` only — won't work for `finetune_log.csv` -- Requires `pandas`, saves `training_curves.png` - -### Evaluate.py - -- Hardcoded constants at top of `__main__` block: `MODEL_PATH`, `DATA_ROOT`, `BATCH_SIZE`, `NUM_WORKERS` -- Loads model from `best_model.pth` by default; handles both bare state_dict and `model_state_dict`/`model` key wrappers -- Saves `confusion_matrix.png`, `roc_curve.png`, `pr_curve.png` -- Requires `scikit-learn` - -### baseline/ (VGG_KNN.py + compare_models.py) - -- `baseline/VGG_KNN.py` can run standalone (`python baseline/VGG_KNN.py`) or be imported from `compare_models.py` -- Uses `sys.path.insert` at top so it can import root-level modules (`Model`, `Dataloader`) from subdirectory -- `compare_models.py` has a `MODELS` registry list — add new models by writing a `get_xxx_preds(train_loader, val_loader, device)` function and adding one line to the list; no plot code changes needed -- VGG16 feature dimension: 25088 (512 channels × 7×7 avgpool) -- KNN uses `predict_proba` (neighbor voting proportions) for ROC curves — coarse-grained but valid AUC -- Output: `baseline/roc_comparison.png`, `baseline/accuracy_bar.png`, `baseline/vgg_knn_confusion_matrix.png` -- Compare scripts output images to `baseline/` dir (not repo root) - -## Model architecture reference - -`Model.py` attribute names (for freezing / layer access): -- `conv1`, `bn1`, `relu`, `maxpool` -- `layer1`, `layer2`, `layer3`, `layer4` -- `avgpool`, `dropout` (nn.Dropout), `fc` (nn.Linear(512, 4)) - -## Testing - -No test suite. diff --git a/README.md b/README.md index e859ff4..ac9d41a 100644 --- a/README.md +++ b/README.md @@ -138,14 +138,12 @@ | `baseline/compare_models.py` | 多模型对比(ROC / PR 曲线 + 准确率柱状图) | | `training_log.csv` | 训练日志,记录每轮 epoch 的 loss、f1、acc、lr | | `best_model.pth` | 训练好的最佳模型权重(约 125 MB,不纳入版本控制) | -| `AGENTS.md` | AI 助手指南(开发辅助) | | `THIRD_PARTY_LICENSES.md` | 第三方数据集许可证声明 | ## 目录结构 ``` trash-division/ -├── AGENTS.md # AI 助手指南 ├── baseline/ # 基线模型目录 │ ├── VGG_KNN.py # VGG16 + KNN 分类脚本 │ ├── ResNet34_Pretrained_10pct.py # ResNet-34 ImageNet 预训练 + 10% 微调 diff --git a/baseline/accuracy_bar.png b/baseline/accuracy_bar.png index a5ddaefebd66c5d8364842d9ee7edb7d0c10da88..786494ceee0242ab256fdc45411acf131da94f92 100644 GIT binary patch literal 46490 zcmeFacUYC@wk^IiF~+_VdjpMt(nLW}x+RK>q5{&Jg(6+)9TTI*2Dm_!uF^YFr5jN} z5s@a+E%d5X>Ax|-oSmGrpL_3fp68zX$8WRuIboBpz1V~jbua_orAl7;IQ zG8l{{%)>t`F&N(lFc@WdXteK^anenMj zb_Q0~#+DXB+jnmlw{bsE+PQM&^2pguOX zt@GB{jmH`Jy);bGz$M`8{G5d?Lvv@p|MY2-+3dIHPkxV^rmqug9&^opx8_pPg4ypb 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