cuDF
E890457
cuDF is a GPU-accelerated DataFrame library from NVIDIA’s RAPIDS ecosystem that enables fast, pandas-like data manipulation and analytics on large datasets.
Observed surface forms (1)
| Surface form | Occurrences |
|---|---|
| cuDF pandas accelerator | 1 |
Statements (55)
| Predicate | Object |
|---|---|
| instanceOf |
GPU-accelerated DataFrame library
ⓘ
RAPIDS component ⓘ open-source software ⓘ |
| acceleratedBy | GPU ⓘ |
| compatibleWith |
Apache Spark via RAPIDS Accelerator
NERFINISHED
ⓘ
Dask NERFINISHED ⓘ NumPy NERFINISHED ⓘ RAPIDS cuGraph NERFINISHED ⓘ RAPIDS cuML NERFINISHED ⓘ pandas NERFINISHED ⓘ |
| developer | NVIDIA NERFINISHED ⓘ |
| feature |
GPU-accelerated CSV reading
ⓘ
GPU-accelerated ORC reading ⓘ GPU-accelerated Parquet reading ⓘ columnar memory layout ⓘ out-of-core processing via Dask-cuDF ⓘ pandas-like API ⓘ zero-copy interoperability with other RAPIDS libraries ⓘ |
| introducedBy | RAPIDS open-source announcement in 2018 ⓘ |
| license | Apache License 2.0 ⓘ |
| modeledAfter | pandas NERFINISHED ⓘ |
| partOf |
RAPIDS
NERFINISHED
ⓘ
RAPIDS AI ecosystem NERFINISHED ⓘ |
| programmingLanguage |
C++
ⓘ
CUDA NERFINISHED ⓘ Python ⓘ |
| provides |
DataFrame abstraction
ⓘ
GPU-accelerated columnar data structures ⓘ Series abstraction ⓘ |
| repository | https://github.com/rapidsai/cudf ⓘ |
| requires | NVIDIA GPU NERFINISHED ⓘ |
| supports |
ETL workloads
ⓘ
SQL-like operations ⓘ data analytics ⓘ data manipulation ⓘ tabular data processing ⓘ |
| supportsLanguageBinding |
C++ API
NERFINISHED
ⓘ
Python API ⓘ |
| supportsOperation |
I/O operations
ⓘ
aggregation ⓘ datetime operations ⓘ filtering ⓘ groupby ⓘ join ⓘ missing value handling ⓘ sorting ⓘ string operations ⓘ type casting ⓘ window functions ⓘ |
| useCase |
data science workflows
ⓘ
large-scale data analytics ⓘ machine learning preprocessing ⓘ |
| uses |
Apache Arrow columnar memory format
ⓘ
CUDA parallel computing platform NERFINISHED ⓘ |
| website | https://rapids.ai ⓘ |
Referenced by (2)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
cuDF pandas accelerator