pueoAnalysisTools
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antenna_attributes.py
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1"""!
2@file antenna_attributes.py
3@brief `main()` shows how to use
4[read_MI_antenna_geometry()](#antenna_attributes.read_MI_antenna_geometry) and
5[read_MI_antenna_geometry()](#antenna_attributes.read_global_channel_mapping).
6"""
7
8from pathlib import Path
9import polars as pl
10import os
11
12
15
16
61
62
68ANTENNA_POLARIZATION_TYPE = pl.Enum(["H", "V"])
69
70
73PUEO_ANTENNA_TYPE = pl.Enum(["MI", "LF"])
74
75
81NUM_PHI_SECTORS = 24
82
83
91ASSUMED_PHI_SECTOR_APERTURE_WIDTH = 50
92
93
94def read_global_channel_mapping(tag: str = "jan26") -> pl.DataFrame:
95 """!
96 @ingroup AAA
97 @brief Generates a Polars DataFrame from
98 [map.dat](https://github.com/PUEOCollaboration/pueo-data/blob/main/geometry/jun25/map.dat)
99 in the pueo-data repository.
100
101 * `map.dat` contains the channel mapping between the indices `GlobalChan`, `AntNum` and `AntIdx`
102 for all channels
103 * That is, the dataframe contains both polarizations (V and H) of both instruments (MI and LF).
104 * `GlobalChan` is the index used by the `pueoEvent` repository to access the waveforms,
105 see its [example script](https://github.com/PUEOCollaboration/pueoEvent/tree/main/examples).
106 * The relevant line is
107 ```
108 chan = pueo.GeomTool.Instance().getChanIndexFromRingPhiPol(
109 pueo.ring.ring_t.kTopRing, 10, pueo.pol.pol_t.kVertical
110 )
111 ```
112 * `chan` in the line above comes from the column `GlobalChan` in the DataFrame.
113 * Sample output:
114```
115shape: (208, 10)
116┌────────────┬────────┬────────┬──────┬─────────┬─────────┬─────────────┬───────────┬──────┬─────────┐
117│ GlobalChan ┆ AntNum ┆ AntIdx ┆ Pol ┆ AntType ┆ SurfNum ┆ SurfChanNum ┆ PhiSector ┆ Ring ┆ Comment │
118│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
119│ u32 ┆ enum ┆ u32 ┆ enum ┆ enum ┆ u8 ┆ u8 ┆ u8 ┆ u8 ┆ str │
120╞════════════╪════════╪════════╪══════╪═════════╪═════════╪═════════════╪═══════════╪══════╪═════════╡
121│ 0 ┆ 101 ┆ 0 ┆ H ┆ MI ┆ 0 ┆ 0 ┆ 1 ┆ 1 ┆ null │
122│ 1 ┆ 201 ┆ 1 ┆ H ┆ MI ┆ 0 ┆ 1 ┆ 1 ┆ 2 ┆ null │
123│ 2 ┆ 301 ┆ 2 ┆ H ┆ MI ┆ 0 ┆ 2 ┆ 1 ┆ 3 ┆ null │
124│ 3 ┆ 401 ┆ 3 ┆ H ┆ MI ┆ 0 ┆ 3 ┆ 1 ┆ 4 ┆ null │
125│ 4 ┆ 102 ┆ 4 ┆ H ┆ MI ┆ 0 ┆ 4 ┆ 2 ┆ 1 ┆ null │
126│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
127│ 203 ┆ 609 ┆ 99 ┆ V ┆ LF ┆ 25 ┆ 3 ┆ 9 ┆ 6 ┆ null │
128│ 204 ┆ 713 ┆ 100 ┆ V ┆ LF ┆ 25 ┆ 4 ┆ 13 ┆ 7 ┆ null │
129│ 205 ┆ 813 ┆ 101 ┆ V ┆ LF ┆ 25 ┆ 5 ┆ 13 ┆ 8 ┆ null │
130│ 206 ┆ 817 ┆ 102 ┆ V ┆ LF ┆ 25 ┆ 6 ┆ 17 ┆ 8 ┆ null │
131│ 207 ┆ 821 ┆ 103 ┆ V ┆ LF ┆ 25 ┆ 7 ┆ 21 ┆ 8 ┆ null │
132└────────────┴────────┴────────┴──────┴─────────┴─────────┴─────────────┴───────────┴──────┴─────────┘
133```
134 """
135
136 map_dot_dat_file = os.environ.get("PUEO_UTIL_INSTALL_DIR") / Path(f"share/pueo/geometry/{tag}/map.dat")
137 all_channels: pl.DataFrame = (
138 pl.read_csv(
139 map_dot_dat_file,
140 comment_prefix="#",
141 schema_overrides={
142 "GlobalChan": pl.UInt32,
143 "AntIdx": pl.UInt32,
144 "Pol": ANTENNA_POLARIZATION_TYPE,
145 "AntType": PUEO_ANTENNA_TYPE,
146 "SurfNum": pl.UInt8,
147 "SurfChanNum": pl.UInt8,
148 "PhiSector": pl.UInt8,
149 "Ring": pl.UInt8
150 }
151 )
152 .with_columns(
153 # pl.col("AntNum").cast(pl.String).cast(ALL_PUEO_ANTENNA_NAMES)
154 pl.col("AntNum").cast(pl.String).cast(pl.UInt32)
155 )
156 )
157
158 return all_channels
159
160
161def read_antenna_geometry(qrh_dot_dat: Path, tag: str = "jan26", offset_inSIM:Path | None = None, ant_type='MI') -> pl.DataFrame:
162 """!
163 @ingroup AAA
164 @brief Reads in antenna positions (Cartesian coordinates, meters) and attitudes (degrees) from
165 [qrh.dat](https://github.com/PUEOCollaboration/pueo-data/blob/main/geometry/jun25/qrh.dat)
166 in the pueo-data repository.
167 @param[in] qrh_dot_dat Path to `qrh.dat`
168
169 * Note that `qrh.dat` contains the **face centers** of all main-instrument (MI) antennas
170 (quad-ridged horn antennas) and NOT the **phase center**.
171
172 * The function will error out if, although unlikely, `qrh.dat` contains an
173 index that is not listed in #ALL_PUEO_ANTENNA_NAMES.
174
175 * Sample output:
176 ```
177shape: (96, 10)
178┌────────┬──────┬───────────┬────────┬───────┬────────┬───────┬────────────┬──────────┬───────────┐
179│ AntNum ┆ Ring ┆ PhiSector ┆ AntIdx ┆ X[m] ┆ Y[m] ┆ Z[m] ┆ Pitch[deg] ┆ Yaw[deg] ┆ Roll[deg] │
180│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
181│ enum ┆ u8 ┆ u8 ┆ u32 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │
182╞════════╪══════╪═══════════╪════════╪═══════╪════════╪═══════╪════════════╪══════════╪═══════════╡
183│ 101 ┆ 1 ┆ 1 ┆ 0 ┆ 1.488 ┆ 0.0 ┆ 5.114 ┆ -10.0 ┆ 0.0 ┆ 0.0 │
184│ 201 ┆ 2 ┆ 1 ┆ 1 ┆ 2.596 ┆ 0.0 ┆ 1.457 ┆ -10.0 ┆ 0.0 ┆ 0.0 │
185│ 301 ┆ 3 ┆ 1 ┆ 2 ┆ 2.596 ┆ 0.0 ┆ 0.728 ┆ -10.0 ┆ 0.0 ┆ 0.0 │
186│ 401 ┆ 4 ┆ 1 ┆ 3 ┆ 2.596 ┆ 0.0 ┆ 0.0 ┆ -10.0 ┆ 0.0 ┆ 0.0 │
187│ 102 ┆ 1 ┆ 2 ┆ 4 ┆ 1.33 ┆ 0.356 ┆ 4.476 ┆ -10.0 ┆ 15.0 ┆ 0.0 │
188│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
189│ 423 ┆ 4 ┆ 23 ┆ 91 ┆ 2.248 ┆ -1.298 ┆ 0.0 ┆ -10.0 ┆ -30.0 ┆ 0.0 │
190│ 124 ┆ 1 ┆ 24 ┆ 92 ┆ 1.33 ┆ -0.357 ┆ 4.476 ┆ -10.0 ┆ -15.0 ┆ 0.0 │
191│ 224 ┆ 2 ┆ 24 ┆ 93 ┆ 2.507 ┆ -0.672 ┆ 1.457 ┆ -10.0 ┆ -15.0 ┆ 0.0 │
192│ 324 ┆ 3 ┆ 24 ┆ 94 ┆ 2.507 ┆ -0.672 ┆ 0.728 ┆ -10.0 ┆ -15.0 ┆ 0.0 │
193│ 424 ┆ 4 ┆ 24 ┆ 95 ┆ 2.507 ┆ -0.672 ┆ 0.0 ┆ -10.0 ┆ -15.0 ┆ 0.0 │
194└────────┴──────┴───────────┴────────┴───────┴────────┴───────┴────────────┴──────────┴───────────┘
195 ```
196 """
197
198 # Checking Polars version.
199 version = [int(i) for i in pl.__version__.split(".")]
200 major = version[0]
201 minor = version[1]
202 if major == 1:
203 assert minor > 26 and minor != 31, "Bad polars version"
204 # Need 1.25.2+ for read_csv to enforce pl.Enum checks
205 # see https://github.com/pola-rs/polars/issues/20251
206 # Need NOT 1.31 due to a known bug related to `pl.concat_arr()`,
207 # see https://stackoverflow.com/a/79682731/21955752
208
209 if ant_type in ('MI', 'LF'):
210 antenna_phi_sector_mapping = (
211 read_global_channel_mapping(tag=tag)
212 # .filter(pl.col("AntType") == ant_type, pl.col("Pol") == "V") # Todo: make this a input variable H or V
213 .select("AntNum", "AntIdx", "PhiSector", "Ring")
214 )
215 else:
216 print("Ant type is not supported!")
217 exit(1)
218
219 ants: pl.DataFrame = (
220 pl.read_csv(
221 qrh_dot_dat,
222 comment_prefix="#",
223 schema_overrides={
224 # "AntNum": ALL_PUEO_ANTENNA_NAMES,
225 "AntNum": pl.UInt32,
226 "Pitch[deg]": pl.Float64,
227 "Yaw[deg]": pl.Float64,
228 "Roll[deg]": pl.Float64,
229 }
230 )
231 # .filter(pl.col("Pol") == "V") # Todo: make this either H or V
232 .join(antenna_phi_sector_mapping, on="AntNum")
233 .select(
234 pl.col("AntNum", "Ring", "PhiSector", "AntIdx"),
235 pl.col("X[m]", "Y[m]", "Z[m]", "Pitch[deg]", "Yaw[deg]", "Roll[deg]")
236 )
237
238 )
239
240 if offset_inSIM:
241 offset_df = pl.read_csv(
242 offset_inSIM,
243 separator=" ",
244 has_header=False,
245 skip_rows=1,
246 new_columns=["Pol", "dx[m]", "dy[m]", "dz[m]"],
247 )
248
249 dx, dy, dz = offset_df.select(["dx[m]", "dy[m]", "dz[m]"]).row(0)
250
251 # Apply offset to ants
252 ants = ants.with_columns(
253 (pl.col("X[m]") + dx).alias("X[m]"),
254 (pl.col("Y[m]") + dy).alias("Y[m]"),
255 (pl.col("Z[m]") + dz).alias("Z[m]"),
256 )
257
258 return ants.sort("AntNum")
259
260
261def get_nominal_phase_center(face_centers: pl.DataFrame, coordinates: str = None, ant_type='MI') -> pl.DataFrame:
262 """!Takes the antenna **face centers** and returns the (nominal) antenna **phase centers**
263 @ingroup AAA
264 @param[in] face_centers The output of #read_MI_antenna_geometry
265 @param[in] coordinates can be "cylindrical" or default (Cartesian)
266 @retval phase_centers Same as `face_centers` except `X[m]`, `Y[m]`, and `Z[m]` now represent
267 phase centers.
268
269* Essential columns: `face_centers` **must** contain `X[m]` and `Y[m]`
270* The nominal phase center is obtained by taking the face center and moving radially inward by 30 cm
271 (cylindrical coordinates).
272* If `coordinates` is not specified then Cartesian coordinates is used, and the output schema is
273```
274$ AntNum <enum>
275$ Ring <u8>
276$ PhiSector <u8>
277$ AntIdx <u32>
278$ X[m] <f64>
279$ Y[m] <f64>
280$ Z[m] <f64>
281$ Pitch[deg] <f64>
282$ Yaw[deg] <f64>
283$ Roll[deg] <f64>
284```
285* If `coordinates` is `cylindrical`, then the ouput schema is
286```
287$ AntNum <enum>
288$ Ring <u8>
289$ PhiSector <u8>
290$ AntIdx <u32>
291$ Z[m] <f64>
292$ Pitch[deg] <f64>
293$ Yaw[deg] <f64>
294$ Roll[deg] <f64>
295$ Rho[m] <f64>
296$ Phi[rad] <f64>
297```
298 """
299
300 x = pl.col("X[m]")
301 y = pl.col("Y[m]")
302
303 if ant_type == 'MI':
304 rho = (x ** 2 + y ** 2).sqrt()
305 else:
306 rho = (x ** 2 + y ** 2).sqrt()
307
308 phi = pl.arctan2(y, x)
309
310 new_x = rho * phi.cos()
311 new_y = rho * phi.sin()
312
313 if coordinates is None: # Cartesian
314 phase_centers = face_centers.with_columns(new_x.alias("X[m]"), new_y.alias("Y[m]"))
315
316 elif coordinates == "cylindrical":
317 phase_centers = face_centers.select(
318 pl.all().exclude("X[m]", "Y[m]"),
319 rho.alias("Rho[m]"),
320 phi.alias("Phi[rad]")
321 )
322 else:
323 print(f"I can't handle this coordinate system: {coordinates}")
324 exit(1)
325
326 return phase_centers
327
328
329if __name__ == "__main__":
330 pl.Config().set_tbl_cols(10)
331
332 print(read_global_channel_mapping())
333
334 #ants = read_antenna_geometry(
335 # os.environ.get("PUEO_UTIL_INSTALL_DIR") / Path("share/pueo/geometry/jun25/qrh.dat")
336 #)
337
338 ants = read_antenna_geometry(
339 os.environ.get("PUEO_UTIL_INSTALL_DIR") / Path("share/pueo/geometry/jan26/lf.dat"),
340 ant_type='LF'
341 )
342 print(ants)
343
344 print(get_nominal_phase_center(ants, coordinates='cylindrical', ant_type='LF'))
345
346