| import weakref |
| from collections.abc import MutableMapping |
|
|
| from cython.operator cimport dereference as deref |
|
|
| from .datatypes import DataType |
|
|
| _NP_DATA_PREFIX = "__np_flat_" |
| _NP_SHAPE_PREFIX = "__np_shape_" |
|
|
|
|
| cdef extern from "Python.h": |
| int PyBUF_READ |
| object PyMemoryView_FromMemory(char*, Py_ssize_t, int) |
|
|
|
|
|
|
| cdef object unpack_metadata_val( |
| tiledb_datatype_t value_type, uint32_t value_num, const char* value_ptr |
| ): |
| assert value_num != 0, "internal error: unexpected value_num==0" |
|
|
| if value_type == TILEDB_STRING_UTF8: |
| return value_ptr[:value_num].decode('UTF-8') if value_ptr != NULL else '' |
|
|
| if value_type in (TILEDB_BLOB, TILEDB_CHAR, TILEDB_STRING_ASCII): |
| return value_ptr[:value_num] if value_ptr != NULL else b'' |
|
|
| if value_ptr == NULL: |
| return () |
|
|
| unpacked = [None] * value_num |
| cdef uint64_t itemsize = tiledb_datatype_size(value_type) |
| for i in range(value_num): |
| if value_type == TILEDB_INT64: |
| unpacked[i] = deref(<int64_t *> value_ptr) |
| elif value_type == TILEDB_FLOAT64: |
| unpacked[i] = deref(<double *> value_ptr) |
| elif value_type == TILEDB_FLOAT32: |
| unpacked[i] = deref(<float *> value_ptr) |
| elif value_type == TILEDB_INT32: |
| unpacked[i] = deref(<int32_t *> value_ptr) |
| elif value_type == TILEDB_UINT32: |
| unpacked[i] = deref(<uint32_t *> value_ptr) |
| elif value_type == TILEDB_UINT64: |
| unpacked[i] = deref(<uint64_t *> value_ptr) |
| elif value_type == TILEDB_INT8: |
| unpacked[i] = deref(<int8_t *> value_ptr) |
| elif value_type == TILEDB_UINT8: |
| unpacked[i] = deref(<uint8_t *> value_ptr) |
| elif value_type == TILEDB_INT16: |
| unpacked[i] = deref(<int16_t *> value_ptr) |
| elif value_type == TILEDB_UINT16: |
| unpacked[i] = deref(<uint16_t *> value_ptr) |
| else: |
| raise NotImplementedError(f"TileDB datatype '{value_type}' not supported") |
| value_ptr += itemsize |
|
|
| |
| return unpacked[0] if value_num == 1 else tuple(unpacked) |
|
|
|
|
| cdef np.ndarray unpack_metadata_ndarray( |
| tiledb_datatype_t value_type, uint32_t value_num, const char* value_ptr |
| ): |
| cdef np.dtype dtype = DataType.from_tiledb(value_type).np_dtype |
| if value_ptr == NULL: |
| return np.array((), dtype=dtype) |
|
|
| |
| if value_type != TILEDB_STRING_UTF8: |
| value_num *= dtype.itemsize |
|
|
| return np.frombuffer(PyMemoryView_FromMemory(<char*>value_ptr, value_num, PyBUF_READ), |
| dtype=dtype).copy() |
|
|
|
|
| cdef object unpack_metadata( |
| bint is_ndarray, |
| tiledb_datatype_t value_type, |
| uint32_t value_num, |
| const char * value_ptr |
| ): |
| if value_ptr == NULL and value_num != 1: |
| raise KeyError |
|
|
| if is_ndarray: |
| return unpack_metadata_ndarray(value_type, value_num, value_ptr) |
| else: |
| return unpack_metadata_val(value_type, value_num, value_ptr) |
|
|
|
|
| cdef put_metadata(Array array, key, value): |
| cdef: |
| tiledb_datatype_t tiledb_type |
| uint32_t value_num |
| cdef const unsigned char[:] data_view |
| cdef const void* data_ptr |
| tiledb_ctx_t* ctx_ptr = NULL |
|
|
| if isinstance(value, np.ndarray): |
| if value.ndim != 1: |
| raise TypeError(f"Only 1D Numpy arrays can be stored as metadata") |
|
|
| dt = DataType.from_numpy(value.dtype) |
| if dt.ncells != 1: |
| raise TypeError(f"Unsupported dtype '{value.dtype}'") |
|
|
| tiledb_type = dt.tiledb_type |
| value_num = len(value) |
| |
| if tiledb_type == TILEDB_STRING_UTF8: |
| value_num *= value.itemsize |
| data_ptr = np.PyArray_DATA(value) |
| else: |
| from .metadata import pack_metadata_val |
| packed_buf = pack_metadata_val(value) |
| tiledb_type = packed_buf.tdbtype |
| value_num = packed_buf.value_num |
| data_view = packed_buf.data |
| data_ptr = &data_view[0] if value_num > 0 else NULL |
|
|
| key_utf8 = key.encode('UTF-8') |
| cdef const char* key_utf8_ptr = <const char*>key_utf8 |
| cdef int rc = TILEDB_OK |
| ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer(array.ctx.__capsule__(), "ctx") |
| with nogil: |
| rc = tiledb_array_put_metadata( |
| ctx_ptr, |
| array.ptr, |
| key_utf8_ptr, |
| tiledb_type, |
| value_num, |
| data_ptr, |
| ) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
|
|
| cdef object get_metadata(Array array, key, is_ndarray=False): |
| cdef: |
| tiledb_datatype_t value_type |
| uint32_t value_num = 0 |
| const char* value_ptr = NULL |
| bytes key_utf8 = key.encode('UTF-8') |
| const char* key_utf8_ptr = <const char*>key_utf8 |
| tiledb_ctx_t* ctx_ptr = NULL |
|
|
| cdef int32_t rc = TILEDB_OK |
| ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer(array.ctx.__capsule__(), "ctx") |
| with nogil: |
| rc = tiledb_array_get_metadata( |
| ctx_ptr, |
| array.ptr, |
| key_utf8_ptr, |
| &value_type, |
| &value_num, |
| <const void**>&value_ptr, |
| ) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| return unpack_metadata(is_ndarray, value_type, value_num, value_ptr) |
|
|
|
|
| def iter_metadata(Array array, keys_only, dump=False): |
| """ |
| Iterate over array metadata keys or (key, value) tuples |
| |
| :param array: tiledb_array_t |
| :param keys_only: whether to yield just keys or values too |
| """ |
| cdef: |
| tiledb_ctx_t* ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer( |
| array.ctx.__capsule__(), "ctx") |
| tiledb_array_t* array_ptr = array.ptr |
| uint64_t metadata_num |
| const char* key_ptr = NULL |
| uint32_t key_len |
| tiledb_datatype_t value_type |
| uint32_t value_num |
| const char* value_ptr = NULL |
| const char* value_type_str = NULL |
| |
| if keys_only and dump: |
| raise ValueError("keys_only and dump cannot both be True") |
|
|
| cdef int32_t rc = TILEDB_OK |
| with nogil: |
| rc = tiledb_array_get_metadata_num(ctx_ptr, array_ptr, &metadata_num) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| for i in range(metadata_num): |
| with nogil: |
| rc = tiledb_array_get_metadata_from_index( |
| ctx_ptr, |
| array_ptr, |
| i, |
| &key_ptr, |
| &key_len, |
| &value_type, |
| &value_num, |
| <const void**>&value_ptr, |
| ) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| key = key_ptr[:key_len].decode('UTF-8') |
|
|
| if keys_only: |
| yield key |
| else: |
| value = unpack_metadata(key.startswith(_NP_DATA_PREFIX), |
| value_type, value_num, value_ptr) |
|
|
| if dump: |
| rc = tiledb_datatype_to_str(value_type, &value_type_str) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| yield ( |
| "### Array Metadata ###\n" |
| f"- Key: {key}\n" |
| f"- Value: {value}\n" |
| f"- Type: {value_type_str.decode('UTF-8')}\n" |
| ) |
| else: |
| yield key, value |
|
|
|
|
| cdef class Metadata: |
| def __init__(self, array): |
| self.array_ref = weakref.ref(array) |
|
|
| @property |
| def array(self): |
| assert self.array_ref() is not None, \ |
| "Internal error: invariant violation ([] from gc'd Array)" |
| return self.array_ref() |
|
|
| def __setitem__(self, key, value): |
| if not isinstance(key, str): |
| raise TypeError(f"Unexpected key type '{type(key)}': expected str") |
|
|
| |
| |
| del self[key] |
|
|
| if isinstance(value, np.ndarray): |
| flat_value = value.ravel() |
| put_metadata(self.array, _NP_DATA_PREFIX + key, flat_value) |
| if value.shape != flat_value.shape: |
| put_metadata(self.array, _NP_SHAPE_PREFIX + key, value.shape) |
| else: |
| put_metadata(self.array, key, value) |
|
|
| def __getitem__(self, key): |
| if not isinstance(key, str): |
| raise TypeError(f"Unexpected key type '{type(key)}': expected str") |
|
|
| array = self.array |
| try: |
| return get_metadata(array, key) |
| except KeyError as ex: |
| try: |
| np_array = get_metadata(array, _NP_DATA_PREFIX + key, is_ndarray=True) |
| except KeyError: |
| raise KeyError(key) from None |
|
|
| try: |
| shape = get_metadata(array, _NP_SHAPE_PREFIX + key) |
| except KeyError: |
| return np_array |
| else: |
| return np_array.reshape(shape) |
|
|
| def __delitem__(self, key): |
| if not isinstance(key, str): |
| raise TypeError(f"Unexpected key type '{type(key)}': expected str") |
|
|
| cdef: |
| tiledb_ctx_t* ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer(( |
| <Array>self.array).ctx.__capsule__(), "ctx") |
| tiledb_array_t* array_ptr = (<Array>self.array).ptr |
| const char* key_utf8_ptr |
| int32_t rc |
|
|
| |
| |
| for k in key, _NP_DATA_PREFIX + key, _NP_SHAPE_PREFIX + key: |
| key_utf8 = k.encode('UTF-8') |
| key_utf8_ptr = <const char*>key_utf8 |
| with nogil: |
| rc = tiledb_array_delete_metadata(ctx_ptr, array_ptr, key_utf8_ptr) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| def __contains__(self, key): |
| if not isinstance(key, str): |
| raise TypeError(f"Unexpected key type '{type(key)}': expected str") |
|
|
| cdef: |
| tiledb_ctx_t* ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer(( |
| <Array>self.array).ctx.__capsule__(), "ctx") |
| tiledb_array_t* array_ptr = (<Array>self.array).ptr |
| bytes key_utf8 = key.encode('UTF-8') |
| const char* key_utf8_ptr = <const char*>key_utf8 |
| tiledb_datatype_t value_type |
| int32_t has_key |
|
|
| cdef int32_t rc = TILEDB_OK |
| with nogil: |
| rc = tiledb_array_has_metadata_key( |
| ctx_ptr, |
| array_ptr, |
| key_utf8_ptr, |
| &value_type, |
| &has_key, |
| ) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| |
| if not has_key and not key.startswith(_NP_DATA_PREFIX): |
| has_key = self.__contains__(_NP_DATA_PREFIX + key) |
|
|
| return bool(has_key) |
|
|
| def consolidate(self): |
| """ |
| Consolidate array metadata. Array must be closed. |
| |
| :return: |
| """ |
| |
| ctx = (<Array?> self.array).ctx |
| config = ctx.config() |
| cdef: |
| uint32_t rc = 0 |
| tiledb_ctx_t* ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer( |
| ctx.__capsule__(), "ctx") |
| tiledb_config_t* config_ptr = NULL |
| tiledb_encryption_type_t key_type = TILEDB_NO_ENCRYPTION |
| const char* key_ptr = NULL |
| uint32_t key_len = 0 |
| bytes bkey |
| bytes buri = unicode_path(self.array.uri) |
| str key = (<Array?>self.array).key |
| tiledb_error_t* err_ptr = NULL |
|
|
| if config: |
| config_ptr = <tiledb_config_t*>PyCapsule_GetPointer( |
| config.__capsule__(), "config") |
|
|
| if key is not None: |
| if isinstance(key, str): |
| bkey = key.encode('ascii') |
| else: |
| bkey = bytes(self.array.key) |
| key_type = TILEDB_AES_256_GCM |
| key_ptr = <const char *> PyBytes_AS_STRING(bkey) |
| |
| key_len = <uint32_t> PyBytes_GET_SIZE(bkey) |
|
|
| rc = tiledb_config_alloc(&config_ptr, &err_ptr) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| rc = tiledb_config_set(config_ptr, "sm.encryption_type", "AES_256_GCM", &err_ptr) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| rc = tiledb_config_set(config_ptr, "sm.encryption_key", key_ptr, &err_ptr) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| cdef const char* buri_ptr = <const char*>buri |
|
|
| with nogil: |
| rc = tiledb_array_consolidate( |
| ctx_ptr, |
| buri_ptr, |
| config_ptr) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| get = MutableMapping.get |
| update = MutableMapping.update |
|
|
| def setdefault(self, key, default=None): |
| raise NotImplementedError("Metadata.setdefault requires read-write access to array") |
|
|
| def pop(self, key, default=None): |
| raise NotImplementedError("Metadata.pop requires read-write access to array") |
|
|
| def popitem(self): |
| raise NotImplementedError("Metadata.popitem requires read-write access to array") |
|
|
| def clear(self): |
| raise NotImplementedError("Metadata.clear requires read-write access to array") |
|
|
| def __len__(self): |
| cdef: |
| tiledb_ctx_t* ctx_ptr = <tiledb_ctx_t*>PyCapsule_GetPointer(( |
| <Array>self.array).ctx.__capsule__(), "ctx") |
| tiledb_array_t* array_ptr = (<Array>self.array).ptr |
| uint64_t num |
|
|
| cdef int32_t rc = TILEDB_OK |
| with nogil: |
| rc = tiledb_array_get_metadata_num(ctx_ptr, array_ptr, &num) |
| if rc != TILEDB_OK: |
| _raise_ctx_err(ctx_ptr, rc) |
|
|
| |
| for key in iter_metadata(self.array, keys_only=True): |
| if key.startswith(_NP_SHAPE_PREFIX): |
| num -= 1 |
|
|
| return num |
|
|
| def __iter__(self): |
| np_data_prefix_len = len(_NP_DATA_PREFIX) |
| for key in iter_metadata(self.array, keys_only=True): |
| if key.startswith(_NP_DATA_PREFIX): |
| yield key[np_data_prefix_len:] |
| elif not key.startswith(_NP_SHAPE_PREFIX): |
| yield key |
| |
|
|
| def keys(self): |
| """ |
| Return metadata keys as list. |
| |
| :return: List of keys |
| """ |
| |
| return list(self) |
|
|
| def values(self): |
| """ |
| Return metadata values as list. |
| |
| :return: List of values |
| """ |
| |
| return [v for k, v in self._iteritems()] |
|
|
| def items(self): |
| |
| return tuple(self._iteritems()) |
|
|
| def _iteritems(self): |
| np_data_prefix_len = len(_NP_DATA_PREFIX) |
| np_shape_prefix_len = len(_NP_SHAPE_PREFIX) |
| ndarray_items = [] |
| np_shape_map = {} |
|
|
| |
| |
| for key, value in iter_metadata(self.array, keys_only=False): |
| if key.startswith(_NP_DATA_PREFIX): |
| ndarray_items.append((key[np_data_prefix_len:], value)) |
| elif key.startswith(_NP_SHAPE_PREFIX): |
| np_shape_map[key[np_shape_prefix_len:]] = value |
| else: |
| yield key, value |
|
|
| |
| for key, value in ndarray_items: |
| shape = np_shape_map.get(key) |
| if shape is not None: |
| value = value.reshape(shape) |
| yield key, value |
|
|
| def dump(self): |
| for metadata in iter_metadata(self.array, keys_only=False, dump=True): |
| print(metadata) |