|
| 1 | +"""SEG-Y geometry handling functions.""" |
| 2 | + |
| 3 | + |
| 4 | +from __future__ import annotations |
| 5 | + |
| 6 | +import logging |
| 7 | +from abc import ABC |
| 8 | +from abc import abstractmethod |
| 9 | +from enum import Enum |
| 10 | +from enum import auto |
| 11 | + |
| 12 | +import numpy as np |
| 13 | +import numpy.typing as npt |
| 14 | + |
| 15 | +from mdio.segy.exceptions import GridOverrideIncompatibleError |
| 16 | +from mdio.segy.exceptions import GridOverrideKeysError |
| 17 | +from mdio.segy.exceptions import GridOverrideMissingParameterError |
| 18 | +from mdio.segy.exceptions import GridOverrideUnknownError |
| 19 | + |
| 20 | + |
| 21 | +logger = logging.getLogger(__name__) |
| 22 | + |
| 23 | + |
| 24 | +class StreamerShotGeometryType(Enum): |
| 25 | + r"""Shot geometry template types for streamer acquisition. |
| 26 | +
|
| 27 | + Configuration A: |
| 28 | + Cable 1 -> 1------------------20 |
| 29 | + Cable 2 -> 1-----------------20 |
| 30 | + . 1-----------------20 |
| 31 | + . ⛴ ☆ 1-----------------20 |
| 32 | + . 1-----------------20 |
| 33 | + Cable 6 -> 1-----------------20 |
| 34 | + Cable 7 -> 1-----------------20 |
| 35 | +
|
| 36 | +
|
| 37 | + Configuration B: |
| 38 | + Cable 1 -> 1------------------20 |
| 39 | + Cable 2 -> 21-----------------40 |
| 40 | + . 41-----------------60 |
| 41 | + . ⛴ ☆ 61-----------------80 |
| 42 | + . 81----------------100 |
| 43 | + Cable 6 -> 101---------------120 |
| 44 | + Cable 7 -> 121---------------140 |
| 45 | +
|
| 46 | + Configuration C: |
| 47 | + Cable ? -> / 1------------------20 |
| 48 | + Cable ? -> / 21-----------------40 |
| 49 | + . / 41-----------------60 |
| 50 | + . ⛴ ☆ - 61-----------------80 |
| 51 | + . \ 81----------------100 |
| 52 | + Cable ? -> \ 101---------------120 |
| 53 | + Cable ? -> \ 121---------------140 |
| 54 | + """ |
| 55 | + |
| 56 | + A = auto() |
| 57 | + B = auto() |
| 58 | + C = auto() |
| 59 | + |
| 60 | + |
| 61 | +def analyze_streamer_headers( |
| 62 | + index_headers: npt.NDArray, |
| 63 | +) -> tuple[npt.NDArray, npt.NDArray, npt.NDArray, StreamerShotGeometryType]: |
| 64 | + """Check input headers for SEG-Y input to help determine geometry. |
| 65 | +
|
| 66 | + This function reads in trace_qc_count headers and finds the unique cable values. |
| 67 | + The function then checks to make sure channel numbers for different cables do |
| 68 | + not overlap. |
| 69 | +
|
| 70 | + Args: |
| 71 | + index_headers: numpy array with index headers |
| 72 | +
|
| 73 | + Returns: |
| 74 | + tuple of unique_cables, cable_chan_min, cable_chan_max, geom_type |
| 75 | + """ |
| 76 | + # Find unique cable ids |
| 77 | + unique_cables = np.sort(np.unique(index_headers["cable"])) |
| 78 | + |
| 79 | + # Find channel min and max values for each cable |
| 80 | + cable_chan_min = np.empty(unique_cables.shape) |
| 81 | + cable_chan_max = np.empty(unique_cables.shape) |
| 82 | + |
| 83 | + for idx, cable in enumerate(unique_cables): |
| 84 | + cable_mask = index_headers["cable"] == cable |
| 85 | + current_cable = index_headers["channel"][cable_mask] |
| 86 | + |
| 87 | + cable_chan_min[idx] = np.min(current_cable) |
| 88 | + cable_chan_max[idx] = np.max(current_cable) |
| 89 | + |
| 90 | + # Check channel numbers do not overlap for case B |
| 91 | + geom_type = StreamerShotGeometryType.B |
| 92 | + for idx, cable in enumerate(unique_cables): |
| 93 | + min_val = cable_chan_min[idx] |
| 94 | + max_val = cable_chan_max[idx] |
| 95 | + for idx2, cable2 in enumerate(unique_cables): |
| 96 | + if cable2 == cable: |
| 97 | + continue |
| 98 | + |
| 99 | + if cable_chan_min[idx2] < max_val and cable_chan_max[idx2] > min_val: |
| 100 | + geom_type = StreamerShotGeometryType.A |
| 101 | + |
| 102 | + return unique_cables, cable_chan_min, cable_chan_max, geom_type |
| 103 | + |
| 104 | + |
| 105 | +class GridOverrideCommand(ABC): |
| 106 | + """Abstract base class for grid override commands.""" |
| 107 | + |
| 108 | + @property |
| 109 | + @abstractmethod |
| 110 | + def required_keys(self) -> set: |
| 111 | + """Get the set of required keys for the grid override command.""" |
| 112 | + |
| 113 | + @abstractmethod |
| 114 | + def validate(self, index_headers: npt.NDArray, **kwargs) -> None: |
| 115 | + """Validate if this transform should run on the type of data.""" |
| 116 | + |
| 117 | + @abstractmethod |
| 118 | + def transform(self, index_headers: npt.NDArray, **kwargs) -> npt.NDArray: |
| 119 | + """Perform the grid transform.""" |
| 120 | + |
| 121 | + @property |
| 122 | + def name(self) -> str: |
| 123 | + """Convenience property to get the name of the command.""" |
| 124 | + return self.__class__.__name__ |
| 125 | + |
| 126 | + def check_required_keys(self, index_headers: npt.NDArray) -> None: |
| 127 | + """Check if all required keys are present in the index headers.""" |
| 128 | + index_names = index_headers.keys() |
| 129 | + if not self.required_keys.issubset(index_names): |
| 130 | + raise GridOverrideKeysError(self.name, self.required_keys) |
| 131 | + |
| 132 | + |
| 133 | +class AutoChannelWrap(GridOverrideCommand): |
| 134 | + """Automatically determine Streamer acquisition type.""" |
| 135 | + |
| 136 | + required_keys = {"shot", "cable", "channel"} |
| 137 | + |
| 138 | + def validate(self, index_headers: npt.NDArray, **kwargs) -> None: |
| 139 | + """Validate if this transform should run on the type of data.""" |
| 140 | + self.check_required_keys(index_headers) |
| 141 | + |
| 142 | + if "ChannelWrap" in kwargs: |
| 143 | + raise GridOverrideIncompatibleError(self.name, "ChannelWrap") |
| 144 | + |
| 145 | + if "CalculateCable" in kwargs: |
| 146 | + raise GridOverrideIncompatibleError(self.name, "CalculateCable") |
| 147 | + |
| 148 | + def transform(self, index_headers: npt.NDArray, **kwargs): |
| 149 | + """Perform the grid transform.""" |
| 150 | + self.validate(index_headers, **kwargs) |
| 151 | + |
| 152 | + result = analyze_streamer_headers(index_headers) |
| 153 | + unique_cables, cable_chan_min, cable_chan_max, geom_type = result |
| 154 | + logger.info(f"Ingesting dataset as {geom_type.name}") |
| 155 | + |
| 156 | + # TODO: Add strict=True and remove noqa when min Python is 3.10 |
| 157 | + for cable, chan_min, chan_max in zip( # noqa: B905 |
| 158 | + unique_cables, cable_chan_min, cable_chan_max |
| 159 | + ): |
| 160 | + logger.info( |
| 161 | + f"Cable: {cable} has min chan: {chan_min} and max chan: {chan_max}" |
| 162 | + ) |
| 163 | + |
| 164 | + # This might be slow and potentially could be improved with a rewrite |
| 165 | + # to prevent so many lookups |
| 166 | + if geom_type == StreamerShotGeometryType.B: |
| 167 | + for idx, cable in enumerate(unique_cables): |
| 168 | + cable_idxs = np.where(index_headers["cable"][:] == cable) |
| 169 | + cc_min = cable_chan_min[idx] |
| 170 | + |
| 171 | + index_headers["channel"][cable_idxs] = ( |
| 172 | + index_headers["channel"][cable_idxs] - cc_min + 1 |
| 173 | + ) |
| 174 | + |
| 175 | + return index_headers |
| 176 | + |
| 177 | + |
| 178 | +class ChannelWrap(GridOverrideCommand): |
| 179 | + """Wrap channels to start from one at cable boundaries.""" |
| 180 | + |
| 181 | + required_keys = {"shot", "cable", "channel"} |
| 182 | + |
| 183 | + def validate(self, index_headers: npt.NDArray, **kwargs) -> None: |
| 184 | + """Validate if this transform should run on the type of data.""" |
| 185 | + self.check_required_keys(index_headers) |
| 186 | + |
| 187 | + if "ChannelsPerCable" not in kwargs: |
| 188 | + raise GridOverrideMissingParameterError(self.name, "ChannelsPerCable") |
| 189 | + |
| 190 | + if "AutoCableChannel" in kwargs: |
| 191 | + raise GridOverrideIncompatibleError(self.name, "AutoCableChannel") |
| 192 | + |
| 193 | + def transform(self, index_headers: npt.NDArray, **kwargs) -> npt.NDArray: |
| 194 | + """Perform the grid transform.""" |
| 195 | + self.validate(index_headers, **kwargs) |
| 196 | + |
| 197 | + channels_per_cable = kwargs["ChannelsPerCable"] |
| 198 | + index_headers["channel"] = ( |
| 199 | + index_headers["channel"] - 1 |
| 200 | + ) % channels_per_cable + 1 |
| 201 | + |
| 202 | + return index_headers |
| 203 | + |
| 204 | + |
| 205 | +class CalculateCable(GridOverrideCommand): |
| 206 | + """Calculate cable numbers from unwrapped channels.""" |
| 207 | + |
| 208 | + required_keys = {"shot", "cable", "channel"} |
| 209 | + |
| 210 | + def validate(self, index_headers: npt.NDArray, **kwargs) -> None: |
| 211 | + """Validate if this transform should run on the type of data.""" |
| 212 | + self.check_required_keys(index_headers) |
| 213 | + |
| 214 | + if "ChannelsPerCable" not in kwargs: |
| 215 | + raise GridOverrideMissingParameterError(self.name, "ChannelsPerCable") |
| 216 | + |
| 217 | + if "AutoCableChannel" in kwargs: |
| 218 | + raise GridOverrideIncompatibleError(self.name, "AutoCableChannel") |
| 219 | + |
| 220 | + def transform(self, index_headers, **kwargs): |
| 221 | + """Perform the grid transform.""" |
| 222 | + channels_per_cable = kwargs["ChannelsPerCable"] |
| 223 | + index_headers["cable"] = ( |
| 224 | + index_headers["channel"] - 1 |
| 225 | + ) // channels_per_cable + 1 |
| 226 | + |
| 227 | + return index_headers |
| 228 | + |
| 229 | + |
| 230 | +class GridOverrider: |
| 231 | + """Executor for grid overrides. |
| 232 | +
|
| 233 | + We support a certain type of grid overrides, and they have to be |
| 234 | + implemented following the ABC's in this module. |
| 235 | +
|
| 236 | + This class applies the grid overrides if needed. |
| 237 | + """ |
| 238 | + |
| 239 | + def __init__(self): |
| 240 | + """Define allowed overrides here.""" |
| 241 | + self.commands = { |
| 242 | + "AutoChannelWrap": AutoChannelWrap(), |
| 243 | + "CalculateCable": CalculateCable(), |
| 244 | + "ChannelWrap": ChannelWrap(), |
| 245 | + } |
| 246 | + |
| 247 | + def run( |
| 248 | + self, |
| 249 | + index_headers: npt.NDArray, |
| 250 | + grid_overrides: dict[str, bool], |
| 251 | + ) -> npt.NDArray: |
| 252 | + """Run grid overrides and return result.""" |
| 253 | + for override in grid_overrides: |
| 254 | + if override in self.commands: |
| 255 | + function = self.commands[override].transform |
| 256 | + index_headers = function(index_headers, grid_overrides=grid_overrides) |
| 257 | + else: |
| 258 | + raise GridOverrideUnknownError(override) |
| 259 | + |
| 260 | + return index_headers |
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