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new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fb9a6661a69fe73e.txt b/splits/val/labels/fb9a6661a69fe73e.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fbc5fe6c6065b55c.txt b/splits/val/labels/fbc5fe6c6065b55c.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4698c348d9b494e6d3eae8b90007669c073d4e3 --- /dev/null +++ b/splits/val/labels/fbc5fe6c6065b55c.txt @@ -0,0 +1,3 @@ +0 0.357439 0.657775 0.474606 0.684450 +0 0.670377 0.610614 0.462630 0.745030 +0 0.517071 0.628213 0.813361 0.743503 diff --git a/splits/val/labels/fc2503ff8dc63dec.txt b/splits/val/labels/fc2503ff8dc63dec.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f8026dd78e56ad63b8d0e4fe0e029f329330950 --- /dev/null +++ b/splits/val/labels/fc2503ff8dc63dec.txt @@ -0,0 +1 @@ +0 0.497800 0.045913 0.065634 0.046585 diff --git a/splits/val/labels/fca982bf1cb064b7.txt b/splits/val/labels/fca982bf1cb064b7.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bf6f7032f18ba8ac679c513c98f88efcd10abb4 --- /dev/null +++ b/splits/val/labels/fca982bf1cb064b7.txt @@ -0,0 +1 @@ +0 0.525083 0.455299 0.948179 0.908268 diff --git a/splits/val/labels/fcd6936c9a61f727.txt b/splits/val/labels/fcd6936c9a61f727.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fd4a6b82040af5da.txt b/splits/val/labels/fd4a6b82040af5da.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fe3188c75d71cff5.txt b/splits/val/labels/fe3188c75d71cff5.txt new file mode 100644 index 0000000000000000000000000000000000000000..93093653953a6606f5456846145f022fdada9409 --- /dev/null +++ b/splits/val/labels/fe3188c75d71cff5.txt @@ -0,0 +1,2 @@ +3 0.357785 0.058361 0.068703 0.049948 +3 0.813555 0.694854 0.078867 0.067368 diff --git a/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc b/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4161fe8d50699e7ef56aac98967f13df1cf011f2 Binary files /dev/null and b/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc differ diff --git a/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc b/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc new file mode 100644 index 0000000000000000000000000000000000000000..491f7f69fddaaef45409798dd3994aee8e2e7c89 Binary files /dev/null and b/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc differ diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..935da7130c89e8e610f717d46e9bf85436b1cf50 --- /dev/null +++ b/tests/test_pipeline.py @@ -0,0 +1,183 @@ +"""Unit test suite for pipeline modules.""" +from __future__ import annotations + +import tempfile +import unittest +from pathlib import Path +import numpy as np +from PIL import Image, PngImagePlugin + +from pipeline.config import load_config, load_taxonomy, load_queries, get_paths +from pipeline.manifest import Manifest, normalize_url +from pipeline.queries import build_queries +from pipeline.validator import validate_image +from pipeline.processor import normalize_image +from pipeline.dedup import compute_hashes, find_duplicate_groups + + +class TestPipeline(unittest.TestCase): + def setUp(self): + self.cfg = load_config() + self.temp_dir_obj = tempfile.TemporaryDirectory() + self.tmp_dir = Path(self.temp_dir_obj.name) + self.paths = get_paths(self.cfg, base=self.tmp_dir) + self.paths.ensure() + self.db_path = self.paths.manifest_db + self.manifest = Manifest(self.db_path) + + def tearDown(self): + self.manifest.close() + self.temp_dir_obj.cleanup() + + def test_url_normalization(self): + url = "HTTPS://Example.com:443/path/to/img.jpg?utm_source=test&gclid=123&ref=abc#section" + norm = normalize_url(url) + self.assertEqual(norm, "https://example.com/path/to/img.jpg?ref=abc") + + def test_manifest_sources_and_hits(self): + url = "https://example.com/test_board.jpg" + is_new = self.manifest.add_hit(url, "bing", "PCB socket", class_hint="cpu_socket") + self.assertTrue(is_new) + + pending = self.manifest.pending_sources() + self.assertEqual(len(pending), 1) + self.assertEqual(pending[0]["url_norm"], "https://example.com/test_board.jpg") + + self.manifest.mark_source(pending[0]["url_norm"], status="downloaded", image_id="img_001") + pending_after = self.manifest.pending_sources() + self.assertEqual(len(pending_after), 0) + + def test_manifest_image_lifecycle(self): + inserted = self.manifest.add_image( + image_id="abc12345", + sha256="1234567890abcdef", + orig_path="originals/abc12345.jpg", + status="downloaded", + ) + self.assertTrue(inserted) + img = self.manifest.get_image("abc12345") + self.assertIsNotNone(img) + self.assertEqual(img["status"], "downloaded") + + self.manifest.update_image("abc12345", status="validated", width=1000, height=800) + img_updated = self.manifest.get_image("abc12345") + self.assertEqual(img_updated["status"], "validated") + self.assertEqual(img_updated["width"], 1000) + + def test_query_builder(self): + qcfg = load_queries(self.cfg) + queries = build_queries(qcfg) + self.assertGreater(len(queries), 0) + classes = {q.class_hint for q in queries} + self.assertIn("cpu_socket", classes) + self.assertIn("ic_chip", classes) + + def test_validator(self): + # Valid PCB image with noise so PNG/JPEG size > 5000 bytes + test_img_path = self.tmp_dir / "valid_pcb.png" + arr = np.random.randint(0, 255, (800, 1000, 3), dtype=np.uint8) + img = Image.fromarray(arr) + img.save(test_img_path, format="PNG") + + res = validate_image(test_img_path, self.cfg["validate"]) + self.assertTrue(res.ok) + self.assertEqual(res.width, 1000) + self.assertEqual(res.height, 800) + + # Too small file test (< 5000 bytes) + small_img_path = self.tmp_dir / "small.jpg" + small_img = Image.new("RGB", (100, 100), color=(0, 0, 0)) + small_img.save(small_img_path, format="JPEG") + res_small = validate_image(small_img_path, self.cfg["validate"]) + self.assertFalse(res_small.ok) + self.assertEqual(res_small.reason, "too_small_file") + + # Low resolution test (> 5000 bytes via noise, but < 480px short side) + lowres_path = self.tmp_dir / "low_res.png" + lowres_arr = np.random.randint(0, 255, (300, 300, 3), dtype=np.uint8) + lowres_img = Image.fromarray(lowres_arr) + lowres_img.save(lowres_path, format="PNG") + self.assertGreater(lowres_path.stat().st_size, 5000) + + res_lowres = validate_image(lowres_path, self.cfg["validate"]) + self.assertFalse(res_lowres.ok) + self.assertEqual(res_lowres.reason, "low_resolution") + + def test_ai_metadata_validation(self): + ai_img_path = self.tmp_dir / "ai_gen.png" + arr = np.random.randint(0, 255, (800, 1000, 3), dtype=np.uint8) + img = Image.fromarray(arr) + png_info = PngImagePlugin.PngInfo() + png_info.add_text("Software", "Midjourney v6.0") + img.save(ai_img_path, format="PNG", pnginfo=png_info) + + res = validate_image(ai_img_path, self.cfg["validate"]) + self.assertFalse(res.ok) + self.assertEqual(res.reason, "ai_generated_metadata") + + def test_processor(self): + test_rgba_path = self.tmp_dir / "rgba_pcb.png" + arr = np.random.randint(0, 255, (900, 1200, 4), dtype=np.uint8) + img = Image.fromarray(arr, mode="RGBA") + img.save(test_rgba_path, format="PNG") + + dst_path = self.tmp_dir / "normalized_pcb.jpg" + res = normalize_image(test_rgba_path, dst_path, self.cfg["process"]) + self.assertTrue(dst_path.exists()) + self.assertEqual(res.width, 1200) + + with Image.open(dst_path) as norm_img: + self.assertEqual(norm_img.mode, "RGB") + + def test_dedup_hashes(self): + img_path = self.tmp_dir / "dedup_test.jpg" + arr = np.random.randint(0, 255, (600, 600, 3), dtype=np.uint8) + img = Image.fromarray(arr) + img.save(img_path, format="JPEG") + + hashes = compute_hashes(img_path) + self.assertIn("phash", hashes) + self.assertIn("dhash", hashes) + self.assertIn("phash_flip", hashes) + self.assertIn("dhash_flip", hashes) + + def test_cli_all_subcommand_parser(self): + import subprocess + res = subprocess.run( + [".venv/bin/python3", "scraper.py", "all", "--help"], + capture_output=True, + text=True, + cwd=str(Path(__file__).resolve().parent.parent) + ) + self.assertEqual(res.returncode, 0) + self.assertIn("--max-num", res.stdout) + + def test_splitter(self): + from pipeline.splitter import run as run_splitter + self.manifest.add_image(image_id="img1", sha256="sha1", status="deduped", cluster_id="c1", orig_path="orig1.jpg") + self.manifest.add_image(image_id="img2", sha256="sha2", status="deduped", cluster_id="c1", orig_path="orig2.jpg") + self.manifest.add_image(image_id="img3", sha256="sha3", status="deduped", cluster_id="c2", orig_path="orig3.jpg") + + splits_dir = self.tmp_dir / "splits" + stats = run_splitter(self.manifest, self.cfg, self.tmp_dir, splits_dir, copy_files=False) + self.assertEqual(stats["total_split"], 3) + + # Check cluster_id integrity: img1 and img2 must be in the same split + img1 = self.manifest.get_image("img1") + img2 = self.manifest.get_image("img2") + self.assertEqual(img1["split"], img2["split"]) + + def test_cli_split_subcommand_parser(self): + import subprocess + res = subprocess.run( + [".venv/bin/python3", "scraper.py", "split", "--help"], + capture_output=True, + text=True, + cwd=str(Path(__file__).resolve().parent.parent) + ) + self.assertEqual(res.returncode, 0) + self.assertIn("--train-ratio", res.stdout) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_purity_assay.py b/tests/test_purity_assay.py new file mode 100644 index 0000000000000000000000000000000000000000..6b6089a300053a7412c20acd90795a70deb83eb9 --- /dev/null +++ b/tests/test_purity_assay.py @@ -0,0 +1,120 @@ +"""Unit tests for Edge Component Purity Engine & Cannibalization Index.""" + +import pytest +from purity_engine.model_client import Detection, MockModelClient +from purity_engine.purity_assay import ( + calculate_board_integrity_score, + calculate_adjusted_scrap_price, + assess_bis_discrepancy, + assay_pcb, +) +from purity_engine.vernacular_voice import generate_vernacular_voice_alert, SUPPORTED_LANGUAGES +from purity_engine.pcb_analyzer import PCBAnalyzer + + +def test_pristine_board_integrity_score(): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + Detection("gold_finger", 0.90, [0.1, 0.8, 0.9, 0.9]), + Detection("ic_chip", 0.88, [0.5, 0.5, 0.6, 0.6]), + Detection("ic_chip", 0.85, [0.6, 0.5, 0.7, 0.6]), + Detection("ic_chip", 0.82, [0.7, 0.5, 0.8, 0.6]), + Detection("ic_chip", 0.80, [0.8, 0.5, 0.9, 0.6]), + Detection("tantalum_capacitor", 0.85, [0.2, 0.5, 0.3, 0.6]), + Detection("tantalum_capacitor", 0.84, [0.3, 0.5, 0.4, 0.6]), + Detection("tantalum_capacitor", 0.83, [0.4, 0.5, 0.5, 0.6]), + Detection("tantalum_capacitor", 0.82, [0.5, 0.5, 0.6, 0.6]), + Detection("tantalum_capacitor", 0.81, [0.6, 0.5, 0.7, 0.6]), + Detection("tantalum_capacitor", 0.80, [0.7, 0.5, 0.8, 0.6]), + ] + bis, det_counts, exp_counts, fraud_pads, factory_pads, occluded = calculate_board_integrity_score( + detections, form_factor="desktop_atx" + ) + assert bis == 100.0 + assert fraud_pads == 0 + assert factory_pads == 0 + + +test_desoldered_fraud_penalty_data = [ + (1, 75.0), + (2, 50.0), + (4, 0.0), +] + +@pytest.mark.parametrize("fraud_count,expected_max_bis", test_desoldered_fraud_penalty_data) +def test_desoldered_fraud_penalty(fraud_count, expected_max_bis): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + ] + [Detection("forcibly_desoldered_pad", 0.90, [0.5, 0.5, 0.6, 0.6]) for _ in range(fraud_count)] + + bis, _, _, fraud_pads, _, _ = calculate_board_integrity_score(detections, form_factor="desktop_atx") + assert fraud_pads == fraud_count + assert bis <= expected_max_bis + + +def test_factory_unpopulated_pad_no_penalty(): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + Detection("factory_unpopulated_pad", 0.90, [0.5, 0.5, 0.6, 0.6]), + Detection("factory_unpopulated_pad", 0.88, [0.6, 0.5, 0.7, 0.6]), + ] + bis, _, _, fraud_pads, factory_pads, _ = calculate_board_integrity_score(detections, form_factor="desktop_atx") + assert fraud_pads == 0 + assert factory_pads == 2 + # Base score for CPU socket alone (0.40 weight out of 1.0) = 40.0 + assert bis == 40.0 + + +def test_category_scrap_grade_floors(): + # Pristine board (BIS = 100) -> price = base_price (100.0) + adj_price_pristine, floor = calculate_adjusted_scrap_price(bis=100.0, base_price=100.0, form_factor="server_1u_2u") + assert adj_price_pristine == 100.0 + assert floor == 0.15 + + # Completely stripped board (BIS = 0) -> price = base_price * floor + adj_price_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="server_1u_2u") + assert adj_price_stripped == 15.0 + + # Desktop ATX board (Floor = 0.30) + adj_price_desktop_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="desktop_atx") + assert adj_price_desktop_stripped == 30.0 + + # Power PCB (Floor = 0.60) + adj_price_power_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="low_grade_power_pcb") + assert adj_price_power_stripped == 60.0 + + +def test_bis_discrepancy_bands(): + # < 12% drop -> pass + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=82.0) == "pass" + + # 12% - 25% drop -> advisory_flag + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=75.0) == "advisory_flag" + + # > 25% drop -> critical_fraud_alert + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=60.0) == "critical_fraud_alert" + + +def test_vernacular_voice_alerts(): + for lang in SUPPORTED_LANGUAGES: + alert = generate_vernacular_voice_alert(bis_band="pristine", adjusted_price=100.0, lang=lang) + assert alert.lang == lang + assert f"{lang}_pristine.opus" in alert.audio_fallback_path + assert len(alert.transcript) > 0 + + +def test_pcb_analyzer_end_to_end(): + analyzer = PCBAnalyzer(model_client=MockModelClient()) + result = analyzer.analyze_board("front.jpg", "back.jpg", base_price=100.0, form_factor="desktop_atx", lang="hi") + + assert "board_integrity_score" in result + assert "adjusted_price" in result + assert "voice_alert" in result + assert result["voice_alert"]["lang"] == "hi" + + # Test Recycler Intake Discrepancy Verification + verification = analyzer.verify_intake_discrepancy( + collector_bis=95.0, recycler_front_image="intake_front.jpg", form_factor="desktop_atx" + ) + assert "discrepancy_status" in verification + assert verification["collector_bis"] == 95.0 diff --git a/training/train.py b/training/train.py new file mode 100644 index 0000000000000000000000000000000000000000..6f196c2d27859583e953cb3ff914f7bfc8b48e46 --- /dev/null +++ b/training/train.py @@ -0,0 +1,170 @@ +"""Custom YOLOv8 Training & Export Script for E-Waste Cannibalization Index. + +Supports training on local splits (`splits/data.yaml`), Hugging Face dataset structures, +and exporting quantized TFLite INT8 models. +""" +from __future__ import annotations + +import argparse +import json +import logging +import os +import sys +from pathlib import Path + +import yaml +from ultralytics import YOLO + +# Enforce all cache and runs directories to reside strictly within workspace +workspace_dir = Path(__file__).resolve().parent.parent +cache_dir = (workspace_dir / "data" / "cache").resolve() +cache_dir.mkdir(parents=True, exist_ok=True) +runs_dir = (workspace_dir / "data" / "runs").resolve() +runs_dir.mkdir(parents=True, exist_ok=True) + +os.environ["TORCH_HOME"] = str(cache_dir) +os.environ["HF_HOME"] = str(cache_dir) +os.environ["ULTRALYTICS_CONFIG_DIR"] = str(cache_dir) + +logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s") +log = logging.getLogger(__name__) + +CONFIG_PATH = workspace_dir / "training" / "train_config.yaml" + + +def load_train_config(config_file: Path = CONFIG_PATH) -> dict: + if config_file.exists(): + with open(config_file, "r", encoding="utf-8") as f: + return yaml.safe_load(f) + return { + "data": "splits/data.yaml", + "model": "yolov8n.pt", + "imgsz": 960, + "epochs": 50, + "batch": 8, + "copy_paste": 0.8, + "cls": 2.5, + } + + +def run_training(config_override: dict | None = None, push_model_repo: str | None = None) -> dict: + cfg = load_train_config() + if config_override: + cfg.update(config_override) + + log.info("Loaded training configuration: %s", cfg) + + model_name = cfg.get("model", "yolov8n.pt") + + # Resolve dataset yaml path + raw_data_path = cfg.get("data", "splits/data.yaml") + data_path_obj = Path(raw_data_path) + if not data_path_obj.is_absolute(): + data_path_obj = (workspace_dir / raw_data_path).resolve() + + if not data_path_obj.exists(): + hf_dataset_yaml = workspace_dir / "huggingface_dataset" / "data.yaml" + if hf_dataset_yaml.exists(): + data_path_obj = hf_dataset_yaml.resolve() + + data_yaml = str(data_path_obj) + epochs = int(cfg.get("epochs", 50)) + imgsz = int(cfg.get("imgsz", 960)) + batch_size = int(cfg.get("batch", 8)) + + log.info("Initializing YOLO model backbone: %s", model_name) + model = YOLO(model_name) + + # Train model with Copy-Paste synthetic augmentation and elevated class loss gain + log.info("Starting YOLOv8 fine-tuning on %s (%d epochs, imgsz=%d)...", data_yaml, epochs, imgsz) + results = model.train( + data=data_yaml, + epochs=epochs, + imgsz=imgsz, + batch=batch_size, + copy_paste=float(cfg.get("copy_paste", 0.8)), + mosaic=float(cfg.get("mosaic", 1.0)), + mixup=float(cfg.get("mixup", 0.15)), + box=float(cfg.get("box", 7.5)), + cls=float(cfg.get("cls", 2.5)), + dfl=float(cfg.get("dfl", 1.5)), + project=str(runs_dir), + name="ewaste_purity_v1", + exist_ok=True, + verbose=True, + ) + + # Validate trained model on test split + log.info("Validating trained model on test split...") + metrics = model.val(data=data_yaml, split="test", imgsz=imgsz) + + maps_per_class = metrics.box.maps.tolist() if hasattr(metrics.box, "maps") else [] + mp = float(metrics.box.mp) if hasattr(metrics.box, "mp") else 0.0 + mr = float(metrics.box.mr) if hasattr(metrics.box, "mr") else 0.0 + map50 = float(metrics.box.map50) if hasattr(metrics.box, "map50") else 0.0 + map95 = float(metrics.box.map) if hasattr(metrics.box, "map") else 0.0 + + eval_summary = { + "mean_precision": round(mp, 4), + "mean_recall": round(mr, 4), + "mAP_50": round(map50, 4), + "mAP_50_95": round(map95, 4), + "maps_per_class": maps_per_class, + } + + eval_file = workspace_dir / "reports" / "model_eval_summary.json" + eval_file.parent.mkdir(parents=True, exist_ok=True) + eval_file.write_text(json.dumps(eval_summary, indent=2), encoding="utf-8") + log.info("Saved evaluation summary to %s", eval_file) + + # Export model to INT8 TFLite format + try: + log.info("Exporting trained model to TFLite format...") + model.export(format="tflite", int8=True, imgsz=imgsz) + log.info("TFLite export successful!") + except Exception as exc: + log.warning("TFLite export deferred: %s", exc) + + # Optional model upload to Hugging Face Hub + if push_model_repo: + try: + from huggingface_hub import HfApi + api = HfApi() + api.create_repo(repo_id=push_model_repo, repo_type="model", exist_ok=True) + best_weights = runs_dir / "ewaste_purity_v1" / "weights" / "best.pt" + if best_weights.exists(): + api.upload_file( + path_or_fileobj=str(best_weights), + path_in_repo="model.pt", + repo_id=push_model_repo, + repo_type="model", + ) + log.info("Uploaded best model weights to Hugging Face Hub: %s", push_model_repo) + except Exception as exc: + log.warning("Could not upload model to Hugging Face Hub: %s", exc) + + return eval_summary + + +def main(): + parser = argparse.ArgumentParser(description="Custom YOLOv8 Training Script for E-Waste Cannibalization Index") + parser.add_argument("-e", "--epochs", type=int, default=50, help="Number of training epochs") + parser.add_argument("-b", "--batch", type=int, default=8, help="Training batch size") + parser.add_argument("-i", "--imgsz", type=int, default=960, help="Input image size") + parser.add_argument("-m", "--model", type=str, default="yolov8n.pt", help="YOLOv8 backbone model") + parser.add_argument("-d", "--data", type=str, default="splits/data.yaml", help="Path to data.yaml specification") + parser.add_argument("--push-model-to-hf", type=str, help="HF Hub model repository ID to upload trained weights") + + args = parser.parse_args() + override = { + "epochs": args.epochs, + "batch": args.batch, + "imgsz": args.imgsz, + "model": args.model, + "data": args.data, + } + run_training(override, push_model_repo=args.push_model_to_hf) + + +if __name__ == "__main__": + main() diff --git a/training/train_config.yaml b/training/train_config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1520f768e3bc9156faec0c2f5fb618117d187a8 --- /dev/null +++ b/training/train_config.yaml @@ -0,0 +1,29 @@ +# YOLOv8 Fine-Tuning Configuration for E-Waste Cannibalization Index + +# Dataset Path Specification +data: splits/data.yaml + +# Model & Training Strategy +model: yolov8n.pt # Nano backbone optimized for edge deployment (<15MB TFLite) +imgsz: 960 # High resolution to resolve micro desoldered pads +epochs: 50 +batch: 8 # Memory-safe batch size +workers: 2 # CPU dataloader threads + +# Loss & Augmentation Parameters (Class Imbalance Fix) +box: 7.5 # Box loss gain +cls: 2.5 # Elevated class loss gain for rare component classes +dfl: 1.5 # Distribution Focal Loss gain + +# Synthetic Data Augmentations +copy_paste: 0.8 # Copy-paste rare desoldered pads onto clean boards +mosaic: 1.0 # 4-image mosaic blending +mixup: 0.15 # Mixup image blending +hsv_h: 0.015 # Color hue jitter for flux/burn marks +hsv_s: 0.7 # Color saturation jitter +hsv_v: 0.4 # Brightness jitter +degrees: 15.0 # Random rotation +translate: 0.1 # Translation +scale: 0.5 # Multi-scale zooming +flipud: 0.5 # Vertical flip for 2-sided PCB inspection +fliplr: 0.5 # Horizontal flip diff --git a/yolov8n.pt b/yolov8n.pt new file mode 100644 index 0000000000000000000000000000000000000000..719e6f1dbdfe7c560e5933fc8b0c5a7e857d0234 --- /dev/null +++ b/yolov8n.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f59b3d833e2ff32e194b5bb8e08d211dc7c5bdf144b90d2c8412c47ccfc83b36 +size 6549796 diff --git a/yolov8s-worldv2.pt b/yolov8s-worldv2.pt new file mode 100644 index 0000000000000000000000000000000000000000..28c045a76f3dbb0a0f1e8ceb378b39400205c6c1 --- /dev/null +++ b/yolov8s-worldv2.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b2c17ab6124a913e9b3a5c170617920d91b0f01111a8479da69f00e2cf27792 +size 25923032