diff --git a/.dockerignore b/.dockerignore index c7c7f50856..cc6eb9d257 100644 --- a/.dockerignore +++ b/.dockerignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.github/workflows/.static-type-check.yml b/.github/workflows/.static-type-check.yml index 53712da5d2..365dcbb4a5 100644 --- a/.github/workflows/.static-type-check.yml +++ b/.github/workflows/.static-type-check.yml @@ -119,6 +119,7 @@ jobs: uv run poe static-type-check-python --package=cloud-computing.hm-ray.applications.process-flight-data uv run poe static-type-check-python --package=cloud-platform.aws.amazon-sagemaker.pytorch-mnist uv run poe static-type-check-python --package=cloud-platform.aws.aws-parallelcluster.pcluster + uv run poe static-type-check-python --package=computer-vision.hm-imagebind uv run poe static-type-check-python --package=computer-vision.hm-open3d uv run poe static-type-check-python --package=computer-vision.hm-pyvista.mount-saint-helens uv run poe static-type-check-python --package=data-analytics.hm-cudf @@ -140,10 +141,12 @@ jobs: uv run poe static-type-check-python --package=data-storage.delta-lake.write-to-delta-lake uv run poe static-type-check-python --package=data-storage.hm-duckdb.query-duckdb uv run poe static-type-check-python --package=data-storage.hm-duckdb.query-protobuf + uv run poe static-type-check-python --package=data-storage.hm-lancedb uv run poe static-type-check-python --package=data-storage.hm-protobuf uv run poe static-type-check-python --package=data-visualization.grafana.hm-dashboard uv run poe static-type-check-python --package=data-visualization.iads.iads-data-manager.iads-config-reader uv run poe static-type-check-python --package=data-visualization.iads.iads-data-manager.iads-data-reader + uv run poe static-type-check-python --package=data-visualization.iads.iads-data-manager.iads-data-reader uv run poe static-type-check-python --package=embedded.decode-can-data uv run poe static-type-check-python --package=embedded.format-can-data uv run poe static-type-check-python --package=embedded.hm-serial @@ -154,9 +157,9 @@ jobs: uv run poe static-type-check-python --package=hm-xxhash uv run poe static-type-check-python --package=machine-learning.convolutional-neural-network uv run poe static-type-check-python --package=machine-learning.dali - uv run poe static-type-check-python --package=machine-learning.hm-docling uv run poe static-type-check-python --package=machine-learning.feature-store uv run poe static-type-check-python --package=machine-learning.graph-neural-network + uv run poe static-type-check-python --package=machine-learning.hm-docling uv run poe static-type-check-python --package=machine-learning.hm-gradio.applications.classify-image uv run poe static-type-check-python --package=machine-learning.hm-kubeflow.pipelines.calculate uv run poe static-type-check-python --package=machine-learning.hm-kubeflow.pipelines.classify-mnist diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index ba1ad5759f..98d4aa537f 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -63,6 +63,7 @@ jobs: hm-gradio-classify-image: ${{ steps.filter.outputs.hm-gradio-classify-image }} hm-streamlit-live-line-chart: ${{ steps.filter.outputs.hm-streamlit-live-line-chart }} hm-streamlit-map: ${{ steps.filter.outputs.hm-streamlit-map }} + hm-imagebind: ${{ steps.filter.outputs.hm-imagebind }} hm-jax: ${{ steps.filter.outputs.hm-jax }} hm-kubeflow-calculate: ${{ steps.filter.outputs.hm-kubeflow-calculate }} hm-kubeflow-classify-mnist: ${{ steps.filter.outputs.hm-kubeflow-classify-mnist }} @@ -259,6 +260,9 @@ jobs: hm-gradio-classify-image: - '.github/workflows/test.yml' - 'machine-learning/hm-gradio/applications/classify-image/**' + hm-imagebind: + - '.github/workflows/test.yml' + - 'computer-vision/hm-imagebind/**' hm-jax: - '.github/workflows/test.yml' - 'high-performance-computing/hm-jax/**' @@ -2333,6 +2337,39 @@ jobs: with: directory: hardware-in-the-loop/national-instruments/veristand/hm-veristand + imagebind-test: + name: ImageBind | Test + needs: detect-changes + if: ${{ needs.detect-changes.outputs.hm-imagebind == 'true' }} + runs-on: ubuntu-24.04 + environment: test + timeout-minutes: 10 + steps: + - name: Checkout + uses: actions/checkout@v4.2.2 + - name: Install uv + uses: astral-sh/setup-uv@v5.1.0 + with: + version: 0.5.11 + enable-cache: true + cache-dependency-glob: computer-vision/hm-imagebind/uv.lock + - name: Set up Python + uses: actions/setup-python@v5.3.0 + with: + python-version-file: computer-vision/hm-imagebind/pyproject.toml + - name: Install dependencies + working-directory: computer-vision/hm-imagebind + run: | + uv sync --dev + - name: Test + working-directory: computer-vision/hm-imagebind + run: | + uv run poe test-coverage + - name: Upload coverage to Codecov + uses: codecov/codecov-action@v5.1.2 + with: + directory: computer-vision/hm-imagebind + open3d-test: name: Open3D | Test needs: detect-changes diff --git a/.gitignore b/.gitignore index 445ff11b87..737076d0bb 100644 --- a/.gitignore +++ b/.gitignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.markdownlint-cli2.jsonc b/.markdownlint-cli2.jsonc index 773fa76ac3..4688de55e7 100644 --- a/.markdownlint-cli2.jsonc +++ b/.markdownlint-cli2.jsonc @@ -77,6 +77,8 @@ "cloud-security/hm-prowler/output", "computational-fluid-dynamics/openfoam/simulations/*/0.*", "computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh", + "computer-vision/hm-imagebind/.checkpoints", + "computer-vision/hm-imagebind/data", "cloud-security/hm-prowler/output", "data-analytics/hm-geopandas/data", "data-ingestion/fluent-bit/*/data", diff --git a/.mergify.yml b/.mergify.yml index 76281341c0..7beb04fd05 100644 --- a/.mergify.yml +++ b/.mergify.yml @@ -347,6 +347,9 @@ pull_request_rules: - or: - check-success=National Instruments (tdms) | Test - check-skipped=National Instruments (tdms) | Test + - or: + - check-success=ImageBind | Test + - check-skipped=ImageBind | Test - or: - check-success=Open3D | Test - check-skipped=Open3D | Test diff --git a/.prettierignore b/.prettierignore index 61c8c3673c..fa6d6ff1f7 100644 --- a/.prettierignore +++ b/.prettierignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.rubocop.yml b/.rubocop.yml index ac25ca2f75..ab75e589e6 100644 --- a/.rubocop.yml +++ b/.rubocop.yml @@ -75,6 +75,8 @@ AllCops: - 'cloud-security/hm-prowler/output/**/*' - 'computational-fluid-dynamics/openfoam/simulations/*/0.*/**/*' - 'computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh/**/*' + - 'computer-vision/hm-imagebind/.checkpoints/**/*' + - 'computer-vision/hm-imagebind/data/**/*' - 'data-analytics/hm-geopandas/data/**/*' - 'data-ingestion/fluent-bit/*/data/**/*' - 'data-ingestion/vector/*/data/**/*' diff --git a/.ruff.toml b/.ruff.toml index 3031f8f0cb..c78138b5df 100644 --- a/.ruff.toml +++ b/.ruff.toml @@ -69,6 +69,8 @@ exclude = [ "cloud-security/hm-prowler/output", "computational-fluid-dynamics/openfoam/simulations/*/0.*", "computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh", + "computer-vision/hm-imagebind/.checkpoints", + "computer-vision/hm-imagebind/data", "data-analytics/hm-geopandas/data", "data-ingestion/fluent-bit/*/data", "data-ingestion/vector/*/data", diff --git a/.solhintignore b/.solhintignore index d8f4aa1f3a..862e278c30 100644 --- a/.solhintignore +++ b/.solhintignore @@ -68,6 +68,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.sqlfluffignore b/.sqlfluffignore index 743f9191ba..63a3cd3fad 100644 --- a/.sqlfluffignore +++ b/.sqlfluffignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.stylelintignore b/.stylelintignore index fa370947d7..8199b37cc4 100644 --- a/.stylelintignore +++ b/.stylelintignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh +computer-vision/hm-imagebind/.checkpoints +computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/.textlintignore b/.textlintignore index 4bb9ee98ca..952ed5e55f 100644 --- a/.textlintignore +++ b/.textlintignore @@ -70,6 +70,8 @@ cloud-platform/aws/aws-secrets-manager/secrets/*-credentials.json cloud-security/hm-prowler/output/**/* computational-fluid-dynamics/openfoam/simulations/*/0.*/**/* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh/**/* +computer-vision/hm-imagebind/.checkpoints/**/* +computer-vision/hm-imagebind/data/**/* data-analytics/hm-geopandas/data/**/* data-ingestion/fluent-bit/*/data/**/* data-ingestion/vector/*/data/**/* diff --git a/.yamllint.yaml b/.yamllint.yaml index c3466776e7..254910b6af 100644 --- a/.yamllint.yaml +++ b/.yamllint.yaml @@ -75,6 +75,8 @@ ignore: | cloud-security/hm-prowler/output computational-fluid-dynamics/openfoam/simulations/*/0.* computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh + computer-vision/hm-imagebind/.checkpoints + computer-vision/hm-imagebind/data data-analytics/hm-geopandas/data data-ingestion/fluent-bit/*/data data-ingestion/vector/*/data diff --git a/Makefile b/Makefile index af3ae3087a..5bfbc67651 100644 --- a/Makefile +++ b/Makefile @@ -336,6 +336,7 @@ static-type-check-python: uv run poe static-type-check-python --package=cloud-computing.hm-ray.applications.process-flight-data uv run poe static-type-check-python --package=cloud-platform.aws.amazon-sagemaker.pytorch-mnist uv run poe static-type-check-python --package=cloud-platform.aws.aws-parallelcluster.pcluster + uv run poe static-type-check-python --package=computer-vision.hm-imagebind uv run poe static-type-check-python --package=computer-vision.hm-open3d uv run poe static-type-check-python --package=computer-vision.hm-pyvista.mount-saint-helens uv run poe static-type-check-python --package=data-analytics.hm-cudf @@ -357,6 +358,7 @@ static-type-check-python: uv run poe static-type-check-python --package=data-storage.delta-lake.write-to-delta-lake uv run poe static-type-check-python --package=data-storage.hm-duckdb.query-duckdb uv run poe static-type-check-python --package=data-storage.hm-duckdb.query-protobuf + uv run poe static-type-check-python --package=data-storage.hm-lancedb uv run poe static-type-check-python --package=data-storage.hm-protobuf uv run poe static-type-check-python --package=data-visualization.grafana.hm-dashboard uv run poe static-type-check-python --package=data-visualization.iads.iads-data-manager.iads-config-reader @@ -372,9 +374,9 @@ static-type-check-python: uv run poe static-type-check-python --package=hm-xxhash uv run poe static-type-check-python --package=machine-learning.convolutional-neural-network uv run poe static-type-check-python --package=machine-learning.dali - uv run poe static-type-check-python --package=machine-learning.hm-docling uv run poe static-type-check-python --package=machine-learning.feature-store uv run poe static-type-check-python --package=machine-learning.graph-neural-network + uv run poe static-type-check-python --package=machine-learning.hm-docling uv run poe static-type-check-python --package=machine-learning.hm-gradio.applications.classify-image uv run poe static-type-check-python --package=machine-learning.hm-kubeflow.pipelines.calculate uv run poe static-type-check-python --package=machine-learning.hm-kubeflow.pipelines.classify-mnist diff --git a/README.md b/README.md index 63ffd6ccc2..a1f63753db 100644 --- a/README.md +++ b/README.md @@ -434,6 +434,7 @@ The diagram illustrates the repository's architecture, which is considered overl ## Computer Vision +- **ImageBind** - Multimodal embedding model for images, video, audio, text, depth, thermal, and inertial measurement units (IMUs) - **OpenCV** - Computer vision library - **supervision** - Computer vision library - **Ultralytics YOLOv8** - Object detection model diff --git a/computer-vision/hm-imagebind/Makefile b/computer-vision/hm-imagebind/Makefile new file mode 100644 index 0000000000..452d774fb9 --- /dev/null +++ b/computer-vision/hm-imagebind/Makefile @@ -0,0 +1,13 @@ +uv-install-python:: + uv python install +uv-update-lock-file: + uv lock +uv-install-dependencies: + uv sync --dev + +uv-run-dev: + uv run poe dev +uv-run-test: + uv run poe test +uv-run-test-coverage: + uv run poe test-coverage diff --git a/computer-vision/hm-imagebind/data/.gitkeep b/computer-vision/hm-imagebind/data/.gitkeep new file mode 100644 index 0000000000..e69de29bb2 diff --git a/computer-vision/hm-imagebind/pyproject.toml b/computer-vision/hm-imagebind/pyproject.toml new file mode 100644 index 0000000000..40ae40b2b0 --- /dev/null +++ b/computer-vision/hm-imagebind/pyproject.toml @@ -0,0 +1,31 @@ +[project] +name = "hm-imagebind" +version = "1.0.0" +requires-python = "~=3.10.0" +dependencies = [ + "httpx==0.28.1", + "gradio==5.9.1", + "imagebind", + "mayavi", + "lancedb==0.17.0", + "pandas==2.2.1", +] + +[dependency-groups] +dev = [ + "poethepoet==0.31.1", + "pytest==8.3.4", + "pytest-cov==6.0.0", +] + +[tool.uv] +package = false + +[tool.uv.sources] +imagebind = { git = "https://github.com/raghavdixit99/ImageBind.git" } +mayavi = { git = "https://github.com/enthought/mayavi.git" } + +[tool.poe.tasks] +dev = "python src/main.py" +test = "pytest --verbose --verbose" +test-coverage = "pytest --cov=. --cov-report=xml" diff --git a/computer-vision/hm-imagebind/src/dummy_test.py b/computer-vision/hm-imagebind/src/dummy_test.py new file mode 100644 index 0000000000..82960647c8 --- /dev/null +++ b/computer-vision/hm-imagebind/src/dummy_test.py @@ -0,0 +1,3 @@ +class TestDummy: + def test_dummy(self): + assert 1 + 1 == 2 diff --git a/computer-vision/hm-imagebind/src/main.py b/computer-vision/hm-imagebind/src/main.py new file mode 100644 index 0000000000..455a2e866b --- /dev/null +++ b/computer-vision/hm-imagebind/src/main.py @@ -0,0 +1,168 @@ +import logging +from pathlib import Path +from typing import Any + +import gradio as gr +import httpx +import lancedb +import lancedb.embeddings.imagebind +from lancedb.embeddings import get_registry +from lancedb.pydantic import LanceModel, Vector +from lancedb.table import Table + +EMBEDDINGS = get_registry().get("imagebind").create() +DATA_DIR = Path("data") + +TEXT_LIST = ["A bird", "A dragon", "A car", "A guitar", "A witch", "Thunder"] +IMAGE_URLS = [ + "https://github.com/raghavdixit99/assets/assets/34462078/abf47cc4-d979-4aaa-83be-53a2115bf318", + "https://github.com/raghavdixit99/assets/assets/34462078/93be928e-522b-4e37-889d-d4efd54b2112", + "https://github.com/raghavdixit99/assets/assets/34462078/025deaff-632a-4829-a86c-3de6e326402f", + "https://github.com/raghavdixit99/assets/assets/34462078/a20bff32-155c-4bad-acf1-97856c493099", + "https://github.com/raghavdixit99/assets/assets/34462078/4f7dadd8-b38c-4c14-ac8a-5a2e74414f6a", + "https://github.com/raghavdixit99/assets/assets/34462078/ac11eeab-7b2b-4db3-981b-d5fed08d9bc2", +] +AUDIO_URLS = [ + "https://github.com/raghavdixit99/assets/raw/main/bird_audio.wav", + "https://github.com/raghavdixit99/assets/raw/main/dragon-growl-37570.wav", + "https://github.com/raghavdixit99/assets/raw/main/car_audio.wav", + "https://github.com/raghavdixit99/assets/raw/main/acoustic-guitar.wav", + "https://github.com/raghavdixit99/assets/raw/main/witch.wav", + "https://github.com/raghavdixit99/assets/raw/main/thunder-25689.wav", +] + + +class MultimodalSearchSchema(LanceModel): + text: str + image_path: str = EMBEDDINGS.SourceField() + audio_path: str + vector: Vector(EMBEDDINGS.ndims()) = EMBEDDINGS.VectorField() # type: ignore + + +class ImageBindSearch: + def __init__(self): + self.table: Table | None = None + + @staticmethod + def download_file(client: httpx.Client, url: str, is_audio: bool = True) -> Path: + filename = url.split("/")[-1] + if not is_audio: + filename = f"{filename}.jpg" + local_file_path = DATA_DIR / filename + + response = client.get(url) + if response.status_code == 200: + with open(local_file_path, "wb") as file: + file.write(response.content) + logging.info(f"Downloaded file: {local_file_path}") + return local_file_path + else: + raise RuntimeError(f"Download failed: {response}") + + @staticmethod + def download_all_files() -> tuple[list[Path], list[Path]]: + with httpx.Client(follow_redirects=True) as client: + audio_paths = [ + ImageBindSearch.download_file(client, url, True) for url in AUDIO_URLS + ] + image_paths = [ + ImageBindSearch.download_file(client, url, False) for url in IMAGE_URLS + ] + return audio_paths, image_paths + + def initialize_database( + self, audio_paths: list[Path], image_paths: list[Path] + ) -> None: + inputs = [ + {"text": a, "audio_path": str(b), "image_path": str(c)} + for a, b, c in zip(TEXT_LIST, audio_paths, image_paths) + ] + db = lancedb.connect("/tmp/lancedb") + self.table = db.create_table( + "imagebind", schema=MultimodalSearchSchema, mode="overwrite" + ) + self.table.add(inputs) + + def search_by_image(self, input_image: Any) -> tuple[str, Path]: + if self.table is None: + raise RuntimeError( + "Database not initialized. Call initialize_database first." + ) + result = ( + self.table.search(input_image, vector_column_name="vector") + .limit(1) + .to_pydantic(MultimodalSearchSchema)[0] + ) + return result.text, Path(result.audio_path) + + def search_by_text(self, input_text: str) -> tuple[Path, Path]: + if self.table is None: + raise RuntimeError( + "Database not initialized. Call initialize_database first." + ) + result = ( + self.table.search(input_text, vector_column_name="vector") + .limit(1) + .to_pydantic(MultimodalSearchSchema)[0] + ) + return Path(result.image_path), Path(result.audio_path) + + def search_by_audio(self, input_audio: Any) -> tuple[Path, str]: + if self.table is None: + raise RuntimeError( + "Database not initialized. Call initialize_database first." + ) + result = ( + self.table.search(input_audio, vector_column_name="vector") + .limit(1) + .to_pydantic(MultimodalSearchSchema)[0] + ) + return Path(result.image_path), result.text + + def create_gradio_interface( + self, audio_paths: list[Path], image_paths: list[Path] + ) -> gr.TabbedInterface: + image_to_text_audio = gr.Interface( + fn=self.search_by_image, + inputs=gr.Image(type="filepath", value=image_paths[0]), + outputs=[gr.Text(label="Output Text"), gr.Audio(label="Output Audio")], + examples=image_paths, + flagging_mode="never", + ) + text_to_image_audio = gr.Interface( + fn=self.search_by_text, + inputs=gr.Textbox(label="Enter a prompt:"), + outputs=[gr.Image(label="Output Image"), gr.Audio(label="Output Audio")], + flagging_mode="never", + examples=TEXT_LIST, + ) + audio_to_image_text = gr.Interface( + fn=self.search_by_audio, + inputs=gr.Audio(type="filepath", value=audio_paths[0]), + outputs=[gr.Image(label="Output Image"), gr.Text(label="Output Text")], + examples=audio_paths, + flagging_mode="never", + ) + gradio_interface = gr.TabbedInterface( + [image_to_text_audio, text_to_image_audio, audio_to_image_text], + ["Image to Text/Audio", "Text to Image/Audio", "Audio to Image/Text"], + ) + return gradio_interface + + +def main() -> None: + # Download files + audio_paths, image_paths = ImageBindSearch.download_all_files() + + # Initialize search engine + search_engine = ImageBindSearch() + search_engine.initialize_database(audio_paths, image_paths) + + # Create and launch interface + gradio_interface = search_engine.create_gradio_interface(audio_paths, image_paths) + gradio_interface.launch(share=False, allowed_paths=[str(DATA_DIR)]) + + +if __name__ == "__main__": + logging.basicConfig(level=logging.INFO) + main() diff --git a/computer-vision/hm-imagebind/uv.lock b/computer-vision/hm-imagebind/uv.lock new file mode 100644 index 0000000000..b60687b448 --- /dev/null +++ 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1ffebbf709..137a70fc12 100644 --- a/data-storage/hm-lancedb/src/main.py +++ b/data-storage/hm-lancedb/src/main.py @@ -5,14 +5,13 @@ from lancedb.embeddings import get_registry from lancedb.pydantic import LanceModel, Vector -registry = get_registry() -func = registry.get("sentence-transformers").create(name="all-MiniLM-L6-v2") +EMBEDDINGS = get_registry().get("sentence-transformers").create(name="all-MiniLM-L6-v2") class Quotes(LanceModel): name: str - line: str = func.SourceField() - vector: Vector = func.VectorField() + line: str = EMBEDDINGS.SourceField() + vector: Vector(EMBEDDINGS.ndims()) = EMBEDDINGS.VectorField() # type: ignore def create_and_populate_table( @@ -30,7 +29,7 @@ def perform_semantic_search(table: lancedb.table.Table, query: str) -> pl.DataFr def main(): url = "https://raw.githubusercontent.com/Abhiram970/RickBot/refs/heads/main/Rick_and_Morty.csv" df = pl.read_csv(url) - db = lancedb.connect("~/.lancedb") + db = lancedb.connect("/tmp/lancedb") table = create_and_populate_table(db, df) query = "What is the meaning of life?" diff --git a/eslint.config.mjs b/eslint.config.mjs index 7b5da9bb74..92a1fae751 100644 --- a/eslint.config.mjs +++ b/eslint.config.mjs @@ -82,6 +82,8 @@ export default [ 'cloud-security/hm-prowler/output', 'computational-fluid-dynamics/openfoam/simulations/*/0.*', 'computational-fluid-dynamics/openfoam/simulations/*/constant/polyMesh', + 'computer-vision/hm-imagebind/.checkpoints', + 'computer-vision/hm-imagebind/data', 'data-analytics/hm-geopandas/data', 'data-ingestion/fluent-bit/*/data', 'data-ingestion/vector/*/data',