breakout25.py 2.3 KB

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  1. #!/usr/bin/env python3
  2. # -*- coding: utf-8 -*-
  3. """
  4. Created on Tue Apr 28 15:13:51 2020
  5. @author: joe
  6. """
  7. import numpy as np
  8. import math
  9. jointpairs = [[1,0],[1,2],[2,3],[3,4],[1,5],[5,6],[6,7],[1,8],[8,9],[9,10],[10,11],[8,12],[12,13],[13,14],[0,15],[0,16]\
  10. ,[15,17],[16,18],[11,24],[11,22],[14,21],[14,19],[22,23],[19,20]]
  11. #[[1,0], [1,2], [2,3], [3,4], [1,5], [5,6], [6,7], [1,8], [8,9], [9,10],[10,11], [8,12],[12,13], [13,14], [0,15], [0,16]]
  12. #[[30, 31],[14, 15],[16, 17],[18, 19],[22, 23],[24, 25],[26, 27],[0, 1],[6, 7],[2, 3],[4, 5], [8, 9],[10, 11],[12, 13],[32, 33],[34, 35]]
  13. #[[15,17],[16,18],[11,24],[11,22],[14,21],[14,19],[22,23],[19,20]]
  14. #[[36,37],[38,39],[50,51],[46,47],[44,45],[40,41],[48,49],[42,43]]
  15. map25 = [[i,i+1] for i in range(0,52,2)]
  16. def findoutmappair(all_peaks,paf):
  17. mid_num = 10
  18. pairmap = []
  19. for pair in jointpairs:
  20. candA = all_peaks[pair[0]]
  21. candB = all_peaks[pair[1]]
  22. if len(candA) == 0 or len(candB) == 0:
  23. pairmap.append([])
  24. continue
  25. candA = candA[0]
  26. candB = candB[0]
  27. startend = list(zip(np.linspace(candA[0], candB[0], num=mid_num), \
  28. np.linspace(candA[1], candB[1], num=mid_num)))
  29. vec = np.subtract(candB[:2], candA[:2])
  30. norm = math.sqrt(vec[0] * vec[0] + vec[1] * vec[1])
  31. vec = np.divide(vec, norm)
  32. score = 0.
  33. tmp = []
  34. for mp in map25:
  35. score_mid = paf[:,:,[mp[0],mp[1]]]
  36. vec_x = np.array([score_mid[int(round(startend[I][1])), int(round(startend[I][0])), 0] \
  37. for I in range(len(startend))])
  38. vec_y = np.array([score_mid[int(round(startend[I][1])), int(round(startend[I][0])), 1] \
  39. for I in range(len(startend))])
  40. score_midpts = np.multiply(vec_x, vec[0]) + np.multiply(vec_y, vec[1])
  41. score_midpts = score_midpts.sum()
  42. if score < score_midpts:
  43. score = score_midpts
  44. tmp = mp
  45. if score > 0.5:
  46. pairmap.append(tmp+[score,])
  47. else:
  48. pairmap.append([])
  49. return pairmap