# Input / Output
This page contains Input / Output related APIs in cuDF.
## I/O Supported dtypes
The following table lists are compatible cudf types for each supported
IO format.
```{eval-rst}
.. table::
:class: io-supported-types-table special-table
:widths: 15 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+-------------------+--------+--------+---------+---------+
| | CSV | Parquet | JSON | ORC | AVRO | HDF | DLPack | Feather |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| Data Type | Writer | Reader | Writer | Reader | Writer¹ | Reader | Writer | Reader | Reader | Writer² | Reader² | Writer | Reader | Writer² | Reader² |
+=======================+========+========+========+========+=========+========+========+========+========+=========+=========+========+========+=========+=========+
| int8 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| int16 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| int32 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| int64 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| uint8 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| uint16 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| uint32 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| uint64 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| float32 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| float64 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| bool | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| str | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| category | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| list | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| timedelta64[s] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| timedelta64[ms] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| timedelta64[us] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| timedelta64[ns] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| datetime64[s] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| datetime64[ms] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| datetime64[us] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| datetime64[ns] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| struct | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| decimal32 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| decimal64 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
| decimal128 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+-----------------------+--------+--------+--------+--------+---------+--------+--------+--------+--------+---------+---------+--------+--------+---------+---------+
```
**Notes:**
- \[¹\] - Not all orientations are GPU-accelerated.
- \[²\] - Not GPU-accelerated.
## Magnum IO GPUDirect Storage Integration
Many IO APIs can use Magnum IO GPUDirect Storage (GDS) library to optimize
IO operations. GDS enables a direct data path for direct memory access
(DMA) transfers between GPU memory and storage, which avoids a bounce
buffer through the CPU. GDS also has a compatibility mode that allows
the library to fall back to copying through a CPU bounce buffer. The
SDK is available for download
[here](https://developer.nvidia.com/gpudirect-storage). GDS is also
included in CUDA Toolkit 11.4 and higher.
Use of GPUDirect Storage in cuDF is enabled by default, but can be
disabled through the environment variable `LIBCUDF_CUFILE_POLICY`.
This variable also controls the GDS compatibility mode.
There are four valid values for the environment variable:
- "GDS": Enable GDS use; GDS compatibility mode is *off*.
- "ALWAYS": Enable GDS use; GDS compatibility mode is *on*.
- "KVIKIO": Enable GDS through [KvikIO](https://github.com/rapidsai/kvikio).
- "OFF": Completely disable GDS use.
If no value is set, behavior will be the same as the "KVIKIO" option.
This environment variable also affects how cuDF treats GDS errors.
- When `LIBCUDF_CUFILE_POLICY` is set to "GDS" and a GDS API call
fails for any reason, cuDF falls back to the internal implementation
with bounce buffers.
- When `LIBCUDF_CUFILE_POLICY` is set to "ALWAYS" and a GDS API call
fails for any reason (unlikely, given that the compatibility mode is
on), cuDF throws an exception to propagate the error to the user.
- When `LIBCUDF_CUFILE_POLICY` is set to "KVIKIO" and a KvikIO API
call fails for any reason (unlikely, given that KvikIO implements
its own compatibility mode) cuDF throws an exception to propagate
the error to the user.
For more information about error handling, compatibility mode, and
tuning parameters in KvikIO see:
Operations that support the use of GPUDirect Storage:
- {py:func}`cudf.read_avro`
- {py:func}`cudf.read_json`
- {py:func}`cudf.read_parquet`
- {py:func}`cudf.read_orc`
- {py:meth}`cudf.DataFrame.to_csv`
- {py:func}`cudf.DataFrame.to_json`
- {py:meth}`cudf.DataFrame.to_parquet`
- {py:meth}`cudf.DataFrame.to_orc`
Several parameters that can be used to tune the performance of
GDS-enabled I/O are exposed through environment variables:
- `LIBCUDF_CUFILE_THREAD_COUNT`: Integral value, maximum number of
parallel reads/writes per file (default 16);
- `LIBCUDF_CUFILE_SLICE_SIZE`: Integral value, maximum size of each
GDS read/write, in bytes (default 4MB). Larger I/O operations are
split into multiple calls.
## nvCOMP Integration
Some types of compression/decompression can be performed using either
the [nvCOMP library](https://github.com/NVIDIA/nvcomp) or the internal
implementation.
Which implementation is used by default depends on the data format and
the compression type. Behavior can be influenced through environment
variable `LIBCUDF_NVCOMP_POLICY`.
There are three valid values for the environment variable:
- "STABLE": Only enable the nvCOMP in places where it has been deemed
stable for production use.
- "ALWAYS": Enable all available uses of nvCOMP, including new,
experimental combinations.
- "OFF": Disable nvCOMP use whenever possible and use the internal
implementations instead.
If no value is set, behavior will be the same as the "STABLE" option.
```{eval-rst}
.. table:: Current policy for nvCOMP use for different types
:widths: 20 20 20 20 20 20 20 20 20 20
+-----------------------+--------+--------+--------------+--------------+---------+--------+--------------+--------------+--------+
| | CSV | Parquet | JSON | ORC | AVRO |
+-----------------------+--------+--------+--------------+--------------+---------+--------+--------------+--------------+--------+
| Compression Type | Writer | Reader | Writer | Reader | Writer¹ | Reader | Writer | Reader | Reader |
+=======================+========+========+==============+==============+=========+========+==============+==============+========+
| Snappy | ❌ | ❌ | Stable | Stable | ❌ | ❌ | Stable | Stable | ❌ |
+-----------------------+--------+--------+--------------+--------------+---------+--------+--------------+--------------+--------+
| ZSTD | ❌ | ❌ | Stable | Stable | ❌ | ❌ | Stable | Stable | ❌ |
+-----------------------+--------+--------+--------------+--------------+---------+--------+--------------+--------------+--------+
| DEFLATE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | Experimental | Experimental | ❌ |
+-----------------------+--------+--------+--------------+--------------+---------+--------+--------------+--------------+--------+
```