From e67e333a6af291c06b1fe07dc281b1eba005273c Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 09:50:30 -0800 Subject: [PATCH 01/10] perf: better defaults for finer-grained clustering with google model --- sdcat/config/config.ini | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/sdcat/config/config.ini b/sdcat/config/config.ini index b0a3c2e..e768e3b 100644 --- a/sdcat/config/config.ini +++ b/sdcat/config/config.ini @@ -17,10 +17,10 @@ remove_bad_images = False min_saliency = 30 # Alpha is a parameter that controls the linkage. Don't change it unless you know what you are doing. # See https://hdbscan.readthedocs.io/en/latest/parameter_selection.html -alpha = 0.92 +alpha = 0.7 # Epsilon is a parameter that controls the linkage. Don't change it unless you know what you are doing. # Increasing this will make the clustering more conservative -cluster_selection_epsilon = 0.0 +cluster_selection_epsilon = 0.2 # The method used to select clusters from the condensed tree. leaf is the most conservative; eom is the most aggressive cluster_selection_method = leaf # The minimum number of samples in a group for that group to be @@ -46,7 +46,6 @@ min_similarity = 0.70 model = google/vit-base-patch16-224 ;model = facebook/dino-vits8 ;model = facebook/dino-vits16 -;model = google/vit-base-patch16-224-in21k ;model = MBARI-org/mbari-uav-vit-b-16 [detect] From 5ac63260fca3dfa6f5d5f073eded90fb985e340c Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 09:50:53 -0800 Subject: [PATCH 02/10] feat: added soft clustering for leaf method only --- sdcat/cluster/cluster.py | 44 ++++++++++++++++++++++++++++++++++++++-- 1 file changed, 42 insertions(+), 2 deletions(-) diff --git a/sdcat/cluster/cluster.py b/sdcat/cluster/cluster.py index 7660c22..6b1ada3 100755 --- a/sdcat/cluster/cluster.py +++ b/sdcat/cluster/cluster.py @@ -13,6 +13,7 @@ import seaborn as sns import numpy as np +import hdbscan from umap import UMAP from hdbscan import HDBSCAN from sklearn.metrics.pairwise import cosine_similarity @@ -111,8 +112,13 @@ def _run_hdbscan_assign( :param out_path: The output path to save the clustering artifacts to :return: The average similarity score for each cluster, exemplar_df, cluster ids, cluster means, and coverage """ - info(f'Clustering using HDBSCAN using alpha {alpha} cluster_selection_epsilon {cluster_selection_epsilon} ' - f'min_samples {min_samples} use_tsne {use_tsne} ...') + info(f'Clustering using HDBSCAN with: \n' + f'alpha {alpha} \n' + f'cluster_selection_epsilon {cluster_selection_epsilon} \n' + f'min_samples {min_samples} \n' + f'min_cluster_size {min_cluster_size} \n' + f'cluster_selection_method {cluster_selection_method} \n' + f'use_tsne {use_tsne} ...') # Remove any existing cluster images in the output_path for c in out_path.parent.rglob(f'{prefix}_*cluster*.png'): @@ -160,6 +166,7 @@ def _run_hdbscan_assign( labels = scan.fit_predict(x) else: scan = HDBSCAN( + prediction_data=True, metric='l2', allow_single_cluster=True, min_cluster_size=min_cluster_size, @@ -169,6 +176,39 @@ def _run_hdbscan_assign( cluster_selection_method=cluster_selection_method) labels = scan.fit_predict(x) + clusterer = scan.fit(x) + # Credit to hdbscan docs https://hdbscan.readthedocs.io/en/latest/soft_clustering.html + def top_two_probs_diff(probs): + sorted_probs = np.sort(probs) + return sorted_probs[-1] - sorted_probs[-2] + + if cluster_selection_method == 'leaf': # Only tested with leaf; oem fails + # Get the soft cluster assignments + soft_clusters = hdbscan.all_points_membership_vectors(clusterer) + # Compute the differences between the top two probabilities + diffs = np.array([top_two_probs_diff(x) for x in soft_clusters]) + mean_diffs = np.mean(diffs) + std_diffs = np.std(diffs) + mean_cluser_probs = np.mean(np.max(soft_clusters, axis=1)) + std_cluster_probs = np.std(np.max(soft_clusters, axis=1)) + info(f'Mean cluster probability: {mean_cluser_probs:.4f} std {std_cluster_probs:.4f}') + cut_off_prob = mean_cluser_probs + std_cluster_probs + info(f'Difference between top two probabilities: {mean_diffs:.4f} std {std_diffs:.4f}') + cut_off_diff = mean_diffs + 2 * std_diffs + # Select out the indices that have a small difference, and a larger total probability + mixed_points = np.where((diffs < cut_off_diff) & (np.sum(soft_clusters, axis=1) > 0.92))[0] + else: + warn('Only leaf method is supported for soft clustering') + + # Assign the mixed points to the nearest cluster + for i in mixed_points: + # Find the nearest cluster that has a probability above 0.5 + nearest_cluster = np.argmax(soft_clusters[i]) + info(f'Assigning mixed point {i} to cluster {nearest_cluster}') + if soft_clusters[i][nearest_cluster] > cut_off_prob: + if i in labels: + labels[i] = int(nearest_cluster) + # Get the unique clusters and sort them; -1 are unassigned clusters cluster_df = pd.DataFrame(labels, columns=['cluster']) unique_clusters = cluster_df['cluster'].unique().tolist() From cb5e90f4cb49ac9b1ff481f345cc1de6095b82b1 Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 09:51:15 -0800 Subject: [PATCH 03/10] fix: remove default as this overrides what is in the .ini file --- sdcat/common_args.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/sdcat/common_args.py b/sdcat/common_args.py index 809e28e..a90f91d 100644 --- a/sdcat/common_args.py +++ b/sdcat/common_args.py @@ -32,8 +32,7 @@ cluster_selection_method = click.option('--cluster-selection-method', type=str, - default='leaf', - help='Method for selecting the optimal number of clusters. ' + help='Method for selecting the opdtimal number of clusters. ' 'Default is leaf. Options are leaf, eom, and dill') min_cluster_size = click.option('--min-cluster-size', From e30eb0280ffbb3734a6a6bdea4e7692eae071b5e Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 10:37:30 -0800 Subject: [PATCH 04/10] perf: add batch size as command option --batch-size; default is 32 but best size depends on GPU/model memory --- sdcat/cluster/cluster.py | 6 ++++-- sdcat/cluster/commands.py | 10 ++++++---- sdcat/cluster/embedding.py | 13 ++++++------- sdcat/common_args.py | 5 ++++- 4 files changed, 20 insertions(+), 14 deletions(-) diff --git a/sdcat/cluster/cluster.py b/sdcat/cluster/cluster.py index 6b1ada3..18cbf29 100755 --- a/sdcat/cluster/cluster.py +++ b/sdcat/cluster/cluster.py @@ -364,7 +364,9 @@ def cluster_vits( use_tsne: bool = False, skip_visualization: bool = False, remove_bad_images: bool = False, - roi: bool = False) -> pd.DataFrame: + roi: bool = False, + batch_size: int = 32 +) -> pd.DataFrame: """ Cluster the crops using the VITS embeddings. :param prefix: A unique prefix to save artifacts from clustering :param model: The model to use for clustering @@ -424,7 +426,7 @@ def cluster_vits( # Skip the embedding extraction if all the embeddings are cached if num_cached != len(images): debug(f'Extracted embeddings from {len(images)} images using model {model}...') - compute_norm_embedding(model, images, device) + compute_norm_embedding(model, images, device, batch_size) # Fetch the cached embeddings debug('Fetching embeddings ...') diff --git a/sdcat/cluster/commands.py b/sdcat/cluster/commands.py index 86bda03..ed4e463 100644 --- a/sdcat/cluster/commands.py +++ b/sdcat/cluster/commands.py @@ -32,11 +32,12 @@ @common_args.cluster_selection_epsilon @common_args.cluster_selection_method @common_args.min_cluster_size +@common_args.batch_size @click.option('--det-dir', help='Input folder(s) with raw detection results', multiple=True, required=True) @click.option('--save-dir', help='Output directory to save clustered detection results', required=True) @click.option('--device', help='Device to use, e.g. cpu or cuda:0', type=str, default='cpu') @click.option('--use-vits', help='Set to using the predictions from the vits cluster model', is_flag=True) -def run_cluster_det(det_dir, save_dir, device, use_vits, config_ini, alpha, cluster_selection_epsilon, cluster_selection_method, min_cluster_size, start_image, end_image, use_tsne, skip_visualization): +def run_cluster_det(det_dir, save_dir, device, use_vits, config_ini, alpha, cluster_selection_epsilon, cluster_selection_method, min_cluster_size, batch_size, start_image, end_image, use_tsne, skip_visualization): config = cfg.Config(config_ini) max_area = int(config('cluster', 'max_area')) min_area = int(config('cluster', 'min_area')) @@ -258,7 +259,7 @@ def is_day(utc_dt): df_cluster = cluster_vits(prefix, model, df, save_dir, alpha, cluster_selection_epsilon, cluster_selection_method, min_similarity, min_cluster_size, min_samples, device, use_tsne=use_tsne, skip_visualization=skip_visualization, roi=False, use_vits=use_vits, - remove_bad_images=remove_bad_images) + remove_bad_images=remove_bad_images, batch_size=batch_size) # Merge the results with the original DataFrame df.update(df_cluster) @@ -277,11 +278,12 @@ def is_day(utc_dt): @common_args.cluster_selection_epsilon @common_args.cluster_selection_method @common_args.min_cluster_size +@common_args.batch_size @click.option('--roi-dir', help='Input folder(s) with raw ROI images', multiple=True, required=True) @click.option('--save-dir', help='Output directory to save clustered detection results', required=True) @click.option('--device', help='Device to use, e.g. cpu or cuda:0', type=str) @click.option('--use-vits', help='Set to using the predictions from the vits cluster model', is_flag=True) -def run_cluster_roi(roi_dir, save_dir, device, use_vits, config_ini, alpha, cluster_selection_epsilon, cluster_selection_method, min_cluster_size, use_tsne, skip_visualization): +def run_cluster_roi(roi_dir, save_dir, device, use_vits, config_ini, alpha, cluster_selection_epsilon, cluster_selection_method, min_cluster_size, batch_size, use_tsne, skip_visualization): config = cfg.Config(config_ini) min_samples = int(config('cluster', 'min_samples')) alpha = alpha if alpha else float(config('cluster', 'alpha')) @@ -372,7 +374,7 @@ def run_cluster_roi(roi_dir, save_dir, device, use_vits, config_ini, alpha, clus min_similarity, min_cluster_size, min_samples, device, use_tsne=use_tsne, use_vits=use_vits, skip_visualization=skip_visualization, roi=True, - remove_bad_images=remove_bad_images) + remove_bad_images=remove_bad_images, batch_size=batch_size) # Merge the results with the original DataFrame df.update(df_cluster) diff --git a/sdcat/cluster/embedding.py b/sdcat/cluster/embedding.py index 367298a..da10bca 100644 --- a/sdcat/cluster/embedding.py +++ b/sdcat/cluster/embedding.py @@ -119,15 +119,13 @@ def encode_image(filename): return keep -def compute_embedding_vits(vit:ViTWrapper, images: list): +def compute_embedding_vits(vit:ViTWrapper, images: list, batch_size:int=32): """ Compute the embedding for the given images using the given model :param vitwrapper: Wrapper for the ViT model :param images: List of image filenames - :param model_name: Name of the model (i.e. google/vit-base-patch16-224, dinov2_vits16, etc.) - :param device: Device to use for the computation (cpu or cuda:0, cuda:1, etc.) + :param batch_size: Number of images to process in a batch """ - batch_size = 32 model_name = vit.model_name # Batch process the images @@ -148,13 +146,14 @@ def compute_embedding_vits(vit:ViTWrapper, images: list): err(f'Error processing {batch}: {e}') -def compute_norm_embedding(model_name: str, images: list, device: str = "cpu"): +def compute_norm_embedding(model_name: str, images: list, device: str = "cpu", batch_size: int = 32): """ Compute the embedding for a list of images and save them to disk. Args: :param images: List of image paths :param model_name: Name of the model to use for the embedding generation :param device: Device to use for the computation (cpu or cuda:0, cuda:1, etc.) + :param batch_size: Number of images to process in a batch Returns: """ @@ -166,14 +165,14 @@ def compute_norm_embedding(model_name: str, images: list, device: str = "cpu"): # If using a GPU, set then skip the parallel CPU processing if torch.cuda.is_available(): - compute_embedding_vits(vit_wrapper, images) + compute_embedding_vits(vit_wrapper, images, batch_size) else: # Use a pool of processes to speed up the embedding generation 20 images at a time on each process num_processes = min(multiprocessing.cpu_count(), len(images) // 20) num_processes = max(1, num_processes) info(f'Using {num_processes} processes to compute {len(images)} embeddings 20 at a time ...') with multiprocessing.Pool(num_processes) as pool: - args = [(vit_wrapper, images[i:i + 20]) for i in range(0, len(images), 20)] + args = [(vit_wrapper, images[i:i + 20]) for i in range(0, len(images), 20), batch_size] pool.starmap(compute_embedding_vits, args) diff --git a/sdcat/common_args.py b/sdcat/common_args.py index a90f91d..16c5b75 100644 --- a/sdcat/common_args.py +++ b/sdcat/common_args.py @@ -39,7 +39,10 @@ type=int, help='The minimum number of samples in a group for that group to be considered a cluster. ' 'Default is 2. Increase for less conservative clustering, e.g. 5, 15') - +batch_size = click.option('--batch-size', + type=int, + default=32, + help='Batch size for processing images. Default is 32') use_tsne = click.option('--use-tsne', is_flag=True, help='Use t-SNE for dimensionality reduction. Default is False') From 39af0b268b8168edd1e67d35e14c3cf268d054ab Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 11:06:45 -0800 Subject: [PATCH 05/10] fix: correct args for multiproc --- sdcat/cluster/embedding.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sdcat/cluster/embedding.py b/sdcat/cluster/embedding.py index da10bca..2e5243d 100644 --- a/sdcat/cluster/embedding.py +++ b/sdcat/cluster/embedding.py @@ -172,7 +172,7 @@ def compute_norm_embedding(model_name: str, images: list, device: str = "cpu", b num_processes = max(1, num_processes) info(f'Using {num_processes} processes to compute {len(images)} embeddings 20 at a time ...') with multiprocessing.Pool(num_processes) as pool: - args = [(vit_wrapper, images[i:i + 20]) for i in range(0, len(images), 20), batch_size] + args = [(vit_wrapper, images[i:i + 20], batch_size) for i in range(0, len(images), 20)] pool.starmap(compute_embedding_vits, args) From 6d2de78628adb840249463e5bcf3eba36ebca63d Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 12:17:43 -0800 Subject: [PATCH 06/10] perf: combine soft/fuzzy and cosine sim --- sdcat/cluster/cluster.py | 77 +++++++++++++++++++--------------------- 1 file changed, 36 insertions(+), 41 deletions(-) diff --git a/sdcat/cluster/cluster.py b/sdcat/cluster/cluster.py index 18cbf29..492cbd0 100755 --- a/sdcat/cluster/cluster.py +++ b/sdcat/cluster/cluster.py @@ -176,39 +176,6 @@ def _run_hdbscan_assign( cluster_selection_method=cluster_selection_method) labels = scan.fit_predict(x) - clusterer = scan.fit(x) - # Credit to hdbscan docs https://hdbscan.readthedocs.io/en/latest/soft_clustering.html - def top_two_probs_diff(probs): - sorted_probs = np.sort(probs) - return sorted_probs[-1] - sorted_probs[-2] - - if cluster_selection_method == 'leaf': # Only tested with leaf; oem fails - # Get the soft cluster assignments - soft_clusters = hdbscan.all_points_membership_vectors(clusterer) - # Compute the differences between the top two probabilities - diffs = np.array([top_two_probs_diff(x) for x in soft_clusters]) - mean_diffs = np.mean(diffs) - std_diffs = np.std(diffs) - mean_cluser_probs = np.mean(np.max(soft_clusters, axis=1)) - std_cluster_probs = np.std(np.max(soft_clusters, axis=1)) - info(f'Mean cluster probability: {mean_cluser_probs:.4f} std {std_cluster_probs:.4f}') - cut_off_prob = mean_cluser_probs + std_cluster_probs - info(f'Difference between top two probabilities: {mean_diffs:.4f} std {std_diffs:.4f}') - cut_off_diff = mean_diffs + 2 * std_diffs - # Select out the indices that have a small difference, and a larger total probability - mixed_points = np.where((diffs < cut_off_diff) & (np.sum(soft_clusters, axis=1) > 0.92))[0] - else: - warn('Only leaf method is supported for soft clustering') - - # Assign the mixed points to the nearest cluster - for i in mixed_points: - # Find the nearest cluster that has a probability above 0.5 - nearest_cluster = np.argmax(soft_clusters[i]) - info(f'Assigning mixed point {i} to cluster {nearest_cluster}') - if soft_clusters[i][nearest_cluster] > cut_off_prob: - if i in labels: - labels[i] = int(nearest_cluster) - # Get the unique clusters and sort them; -1 are unassigned clusters cluster_df = pd.DataFrame(labels, columns=['cluster']) unique_clusters = cluster_df['cluster'].unique().tolist() @@ -261,14 +228,42 @@ def top_two_probs_diff(probs): clustered = labels >= 0 coverage = np.sum(clustered) / num_samples if coverage < 1.0: - # Reassign based on the closest distance to exemplar - for i, label in enumerate(labels): - if label == -1: - similarity_scores = cosine_similarity(image_emb[i].reshape(1, -1), exemplar_emb) - closest_match_index = np.argmax(similarity_scores) - # Only reassign if the similarity score is above the threshold - if similarity_scores[0][closest_match_index] >= min_similarity: - labels[i] = closest_match_index + mixed_points = [] + if cluster_selection_method == 'leaf': # Only tested with leaf; oem fails + clusterer = scan.fit(x) + + # Credit to hdbscan docs https://hdbscan.readthedocs.io/en/latest/soft_clustering.html + def top_two_probs_diff(probs): + sorted_probs = np.sort(probs) + return sorted_probs[-1] - sorted_probs[-2] + + # Get the soft cluster assignments + soft_clusters = hdbscan.all_points_membership_vectors(clusterer) + # Compute the differences between the top two probabilities + diffs = np.array([top_two_probs_diff(x) for x in soft_clusters]) + mean_diffs = np.mean(diffs) + std_diffs = np.std(diffs) + mean_cluster_probs = np.mean(np.max(soft_clusters, axis=1)) + std_cluster_probs = np.std(np.max(soft_clusters, axis=1)) + info(f'Mean cluster probability: {mean_cluster_probs:.4f} std {std_cluster_probs:.4f}') + info(f'Difference between top two probabilities: {mean_diffs:.4f} std {std_diffs:.4f}') + cut_off_diff = mean_diffs + 2 * std_diffs + # Select out the indices that have a small difference, and a larger total probability + mixed_points = np.where((diffs < cut_off_diff) & (np.sum(soft_clusters, axis=1) > 0.6))[0] + else: + warn('Only leaf method is supported for soft clustering') + + if len(mixed_points) > 0: + reassign_labels = mixed_points + else: + reassign_labels = np.where(labels == -1)[0] + # Reassign based on the soft clustering only if very similar to the exemplar + for i, label in enumerate(reassign_labels): + similarity_scores = cosine_similarity(image_emb[i].reshape(1, -1), exemplar_emb) + closest_match_index = np.argmax(similarity_scores) + # Only reassign if the similarity score is above the threshold + if similarity_scores[0][closest_match_index] >= min_similarity: + labels[i] = closest_match_index clusters = [[] for _ in range(len(unique_clusters))] From d62b1d3c345adc47eee198bc1efda38ed70ac095 Mon Sep 17 00:00:00 2001 From: danellecline Date: Fri, 14 Feb 2025 15:24:09 -0800 Subject: [PATCH 07/10] docs: update workflow diagram with soft/fuzzy algorithm --- docs/imgs/cluster_workflow.png | 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z!e^-btBVuLZY6C!i~`2I28(h_Nj|^4`6$~SzK|PbI$sM&sv*^0b~3Gkp<9ZE{=$TG z5As1|92K6aQS1i&3F|p7Z%9Z&lfg{>ux8EsaO9W^9t2ZrM!)+s+cQ{&-GV?o9afh& zL2|2xvg&{0Zsv4uoN2Mcd?GivUnr@u+U8B=rYpqghAW%cg$b_4jvPjurm(hml zz_eCfjR(rlPr|#aaDy*zXpt~~HO!E3=FTC_)Bl*Bh8=twNw3+s2U0XeZ_&rVHBVGg z`mZjO|JB9YA^GcNYl(?khs@Tj2X$K%hlh4v=ugD@MsOh<8W&|GN}}l$VjdL*lol1@ zd>Q{+VjoatQLv$BhQ>}zvv-cMeB`qEJZX)P@%Y6)tOug1oxxVb4%4irsjY4;%5tvX z6{4k!fmnr_4J*2WMP5O4NLJ**B=(@y9Q8(Hs{Grlv%&D$=P6=-%spo_;JO>}ciB3x zf=_qc#V2O=%Ssa70zp0qKIeGET39O5dN$$NzCng$-b7Gax8U8n=*xZaYV={W=ZH9Z zDvJnilO>BcJGOSqX`9;+yGB3WME~_|+uz5tq&>(%dJ*70^DVizm-WqzM&AF4i7pWk zT=SC2es+y(fusU?_b*T*R%l>1492@eZrEj%(-*(N`#kpD(Im0UsLf}3KQ|NM{w?Ki z*FpRHC8mcS@CCQ6Uj`l3PH8xMc(^M4N#_dXLmTt$H{*mD1Wb5#CqPOVCl jUHCt{Nr!Am4|*kqZ}WLttybUx{Qcy>%2G8FrjY*w6yesL From 359a66dbaaafc368d10d94c14b176330fe4ab92e Mon Sep 17 00:00:00 2001 From: danellecline Date: Thu, 20 Feb 2025 14:07:08 -0800 Subject: [PATCH 08/10] fix: handle models that only output top 1 --- sdcat/cluster/embedding.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/sdcat/cluster/embedding.py b/sdcat/cluster/embedding.py index 2e5243d..38c2848 100644 --- a/sdcat/cluster/embedding.py +++ b/sdcat/cluster/embedding.py @@ -53,11 +53,11 @@ def process_images(self, image_paths: list): logits = outputs.logits embeddings = self.model.base_model(**inputs) batch_embeddings = embeddings.last_hidden_state[:, 0, :].cpu().numpy() - # predicted_class_idx = logits.argmax(-1).cpu().numpy() - # predicted_classes = [self.model.config.id2label[class_idx] for class_idx in predicted_class_idx] - # predicted_scores = F.softmax(logits, dim=-1).cpu().numpy() - # Get the top 3 classes and scores - top_scores, top_classes = torch.topk(logits, 3) + # Get the top classes and scores + if len(logits.shape) == 1: + top_scores, top_classes = torch.topk(logits, 1) + else: + top_scores, top_classes = torch.topk(logits, 3) top_classes = top_classes.cpu().numpy() top_scores = F.softmax(top_scores, dim=-1).cpu().numpy() predicted_classes = [",".join([self.model.config.id2label[class_idx] for class_idx in class_list]) for class_list in top_classes] From 23cf120a5d3435af99f402252a2cc4e56a30fbae Mon Sep 17 00:00:00 2001 From: danellecline Date: Thu, 20 Feb 2025 15:16:38 -0800 Subject: [PATCH 09/10] fix: only capture top 2 classes and scores --- sdcat/cluster/embedding.py | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/sdcat/cluster/embedding.py b/sdcat/cluster/embedding.py index 38c2848..e3cb063 100644 --- a/sdcat/cluster/embedding.py +++ b/sdcat/cluster/embedding.py @@ -53,14 +53,13 @@ def process_images(self, image_paths: list): logits = outputs.logits embeddings = self.model.base_model(**inputs) batch_embeddings = embeddings.last_hidden_state[:, 0, :].cpu().numpy() - # Get the top classes and scores - if len(logits.shape) == 1: - top_scores, top_classes = torch.topk(logits, 1) - else: - top_scores, top_classes = torch.topk(logits, 3) - top_classes = top_classes.cpu().numpy() + # Get up to the top two classes and scores + top_n = min(logits.shape[1], 2) + top_scores, top_classes = torch.topk(logits, top_n) top_scores = F.softmax(top_scores, dim=-1).cpu().numpy() - predicted_classes = [",".join([self.model.config.id2label[class_idx] for class_idx in class_list]) for class_list in top_classes] + top_classes = top_classes.cpu().numpy() + predicted_classes = [",".join([self.model.config.id2label[class_idx] for class_idx in class_list]) for + class_list in top_classes] predicted_scores = [",".join([str(score) for score in score_list]) for score_list in top_scores] return batch_embeddings, predicted_classes, predicted_scores From 2efce039df676449e053fe77e830561655af8bb4 Mon Sep 17 00:00:00 2001 From: danellecline Date: Wed, 26 Feb 2025 09:01:18 -0800 Subject: [PATCH 10/10] chore: merged changes from main --- CHANGELOG.md | 33 +++++++++++++++++++++++++++++++++ README.md | 4 ++-- pyproject.toml | 2 +- sdcat/__init__.py | 2 +- sdcat/cluster/cluster.py | 8 ++++++++ sdcat/detect/commands.py | 32 +++++++++++++++++++++++++++++--- sdcat/detect/model_util.py | 9 +++++---- tests/test_detect.py | 4 ++-- 8 files changed, 81 insertions(+), 13 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e269cef..4a19ddc 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,6 +1,39 @@ # CHANGELOG +## v1.18.2 (2025-02-20) + +### Bug Fixes + +- Only capture top 2 classes and scores + ([`9b85463`](https://github.com/mbari-org/sdcat/commit/9b854638b2303dd03752195d13bb3e68bd3dc291)) + + +## v1.18.1 (2025-02-20) + +### Bug Fixes + +- Handle models that only output top 1 and default to cuda if available if not specified for + clustering + ([`164480a`](https://github.com/mbari-org/sdcat/commit/164480a2b25544e05152f136757cfdb2c1d989ef)) + + +## v1.18.0 (2025-02-20) + +### Features + +- Add support for --save-roi --roi-size ([#18](https://github.com/mbari-org/sdcat/pull/18), + [`9a801ac`](https://github.com/mbari-org/sdcat/commit/9a801ac34710f82d1b62bcd561253887858aa6cf)) + +Added `--save-roi` and `--roi-size `options to sdcat detect. This saves the crops in a location + compatible with the clustering stage, but can also be used outside of sdcat. Data saved to crops + +├── det_filtered # The filtered detections from the model ├── crops # Crops of the detections + +- Trigger release for --save-roi + ([`8240a74`](https://github.com/mbari-org/sdcat/commit/8240a74d6363578509cc29196244b6c28d34d2c2)) + + ## v1.17.0 (2025-02-07) ### Build System diff --git a/README.md b/README.md index 6149ed1..2159b04 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,8 @@ [![semantic-release](https://img.shields.io/badge/%20%20%F0%9F%93%A6%F0%9F%9A%80-semantic--release-e10079.svg)](https://github.com/semantic-release/semantic-release) [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![Python](https://img.shields.io/badge/language-Python-blue.svg)](https://www.python.org/downloads/) - +[![Run pytest](https://github.com/mbari-org/sdcat/actions/workflows/pytest.yml/badge.svg)](https://github.com/mbari-org/sdcat/actions/workflows/pytest.yml) + **sdcat** *Sliced Detection and Clustering Analysis Toolkit* @@ -161,7 +162,6 @@ The sdcat toolkit generates data in the following folders. Here, we assume both │   ├── DSC01861.csv │   └── DSC01922.csv ├── det_filtered # The filtered detections from the model - ├── det_filtered_clustered # Clustered detections from the model ├── crops # Crops of the detections ├── dino_vits8...date # The clustering results - one folder per each run of the clustering algorithm ├── dino_vits8..exemplars.csv # Exemplar embeddings - examples with the highest cosine similarity within a cluster diff --git a/pyproject.toml b/pyproject.toml index 718a3c2..611c8a4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sdcat" -version = "1.17.0" +version = "1.18.2" description = "Sliced Detection and Clustering Analysis Toolkit - Developed by MBARI" authors = [ "Danelle Cline ", diff --git a/sdcat/__init__.py b/sdcat/__init__.py index faa8ac5..c5472cc 100644 --- a/sdcat/__init__.py +++ b/sdcat/__init__.py @@ -1,2 +1,2 @@ # sdcat/__init__.py -__version__ = "1.17.0" \ No newline at end of file +__version__ = "1.18.2" \ No newline at end of file diff --git a/sdcat/cluster/cluster.py b/sdcat/cluster/cluster.py index 492cbd0..f457187 100755 --- a/sdcat/cluster/cluster.py +++ b/sdcat/cluster/cluster.py @@ -381,6 +381,14 @@ def cluster_vits( :param use_tsne: Whether to use t-SNE for dimensionality reduction :return: a dataframe with the assigned cluster indexes, or -1 for non-assigned.""" + # Set the device to use for clustering + # Default to cuda if available + import torch + if torch.cuda.is_available(): + device = 'cuda' + else: + device = 'cpu' + # If there are no detections, return an empty dataframe if df_dets.empty: warn('No detections found in {detections} ') diff --git a/sdcat/detect/commands.py b/sdcat/detect/commands.py index bc59db5..ad6cba8 100644 --- a/sdcat/detect/commands.py +++ b/sdcat/detect/commands.py @@ -1,6 +1,8 @@ import hashlib import multiprocessing +import os import shutil +import uuid from pathlib import Path import click @@ -11,6 +13,7 @@ from sahi.postprocess.combine import nms from sdcat import common_args +from sdcat.cluster.utils import crop_square_image from sdcat.config import config as cfg from sdcat.config.config import default_config_ini from sdcat.detect.model_util import create_model @@ -31,6 +34,8 @@ @click.option('--show', is_flag=True, help='Show algorithm steps.') @click.option('--image-dir', required=True, help='Directory with images to run sliced detection.') @click.option('--save-dir', required=True, help='Save detections to this directory.') +@click.option('--save-roi', is_flag=True, help='Save each region of interest/detection.') +@click.option('--roi-size', type=int, default=224, help='Rescale the region of interest.') @click.option('--device', default='cpu', help='Device to use, e.g. cpu or cuda:0') @click.option('--spec-remove', is_flag=True, help='Run specularity removal algorithm on the images before processing. ' '**CAUTION**this is slow. Set --scale-percent to < 100 to speed-up') @@ -47,7 +52,7 @@ @click.option('--overlap-height-ratio',type=float, default=0.4, help='Overlap height ratio for NMS') @click.option('--clahe', is_flag=True, help='Run the CLAHE algorithm to contrast enhance before detection useful images with non-uniform lighting') -def run_detect(show: bool, image_dir: str, save_dir: str, model: str, model_type:str, +def run_detect(show: bool, image_dir: str, save_dir: str, save_roi:bool, roi_size: int, model: str, model_type:str, slice_size_width: int, slice_size_height: int, scale_percent: int, postprocess_match_metric: str, overlap_width_ratio: float, overlap_height_ratio: float, device: str, conf: float, skip_sahi: bool, skip_saliency: bool, spec_remove: bool, @@ -95,8 +100,13 @@ def run_detect(show: bool, image_dir: str, save_dir: str, model: str, model_type save_path_det_raw = save_path_base / 'det_raw' / 'csv' save_path_det_filtered = save_path_base / 'det_filtered' / 'csv' + save_path_det_roi = save_path_base / 'det_filtered' / 'crops' save_path_viz = save_path_base / 'vizresults' + if save_roi: + save_path_det_roi.mkdir(parents=True, exist_ok=True) + for f in save_path_det_roi.rglob('*'): + os.remove(f) save_path_det_raw.mkdir(parents=True, exist_ok=True) save_path_det_filtered.mkdir(parents=True, exist_ok=True) save_path_viz.mkdir(parents=True, exist_ok=True) @@ -280,12 +290,28 @@ def run_detect(show: bool, image_dir: str, save_dir: str, model: str, model_type df_final['w'] = (df_final['xx'] - df_final['x']) df_final['h'] = (df_final['xy'] - df_final['y']) - # Save DataFrame to CSV file including image_width and image_height columns - df_final.to_csv(pred_out_csv.as_posix(), index=False, header=True) + if save_roi: + # Add in a column for the unique crop name for each detection with a unique id + # create a unique uuid based on the md5 hash of the box in the row + df_final['crop_path'] = df_final.apply(lambda + row: f"{save_path_det_roi}/{uuid.uuid5(uuid.NAMESPACE_DNS, str(row['x']) + str(row['y']) + str(row['xx']) + str(row['xy']))}.png", + axis=1) + + num_processes = min(multiprocessing.cpu_count(), len(df_final)) + # Crop and squaring the images in parallel using multiprocessing to speed up the processing + info(f'Cropping {len(df_final)} detections in parallel using {num_processes} processes...') + with multiprocessing.Pool(num_processes) as pool: + args = [(row, roi_size) for index, row in df_final.iterrows()] + pool.starmap(crop_square_image, args) info(f'Found {len(pred_list)} total localizations in {f} with {len(df_combined)} after NMS') info(f'Slice width: {slice_size_width} height: {slice_size_height}') + # Save DataFrame to CSV file including image_width and image_height columns + info(f'Detections saved to {pred_out_csv}') + df_final.to_csv(pred_out_csv.as_posix(), index=False, header=True) + if save_roi: info(f"ROI crops saved in {save_path_det_roi}") + save_stats = save_path_base / 'stats.txt' with open(save_stats, 'w') as sf: sf.write(f"Statistics for {f}:\n") diff --git a/sdcat/detect/model_util.py b/sdcat/detect/model_util.py index 5f8d493..5c28b85 100644 --- a/sdcat/detect/model_util.py +++ b/sdcat/detect/model_util.py @@ -79,9 +79,9 @@ def create_model(model:str, conf:float, device:str, model_type=None): 'model_type': 'yolov5', 'model_path': lambda: hf_hub_download("MBARI-org/yolov5-uav-18k", "yolov5x6-uav-18k.pt") }, - 'MBARI-org/yolov5x6-uavs-oneclass': { - 'model_type': 'yolov5', - 'model_path': lambda: hf_hub_download("MBARI-org/yolov5x6-uavs-oneclass", "best_uavs_oneclass.pt") + 'MBARI-org/yolo11x-uavs-detect': { + 'model_type': 'yolo11', + 'model_path': lambda: hf_hub_download("MBARI-org/yolo11x-uavs-detect", "uavs-oneclass-best.pt") }, 'FathomNet/MBARI-315k-yolov5': { 'model_type': 'yolov5', @@ -90,7 +90,8 @@ def create_model(model:str, conf:float, device:str, model_type=None): } if model not in model_map: - raise ValueError(f"Unknown model: {model}") + raise ValueError(f"Unknown model: {model}. Available models: {list(model_map.keys())}, " + f"or provide a local file path. You can also use the --model-type option to specify the model type.") model_info = model_map[model] model_type = model_info['model_type'] diff --git a/tests/test_detect.py b/tests/test_detect.py index 99814ca..088c4e6 100644 --- a/tests/test_detect.py +++ b/tests/test_detect.py @@ -32,7 +32,7 @@ def run_detect(data_dir: Path, scale: int) -> int: data_dir.as_posix()], stdout=subprocess.PIPE) # Wait for the process to finish - proc.wait() + proc.wait(5000) # Verify that the process finished successfully assert proc.returncode == 0 @@ -79,4 +79,4 @@ def test_plankton(): test_bird() test_pinniped() test_plankton() - print('All tests passed') \ No newline at end of file + print('All tests passed')