(obj, newObj)
| 26 | ] |
| 27 | |
| 28 | def arraysToB64(obj, newObj) : |
| 29 | for key, val in obj.items() : |
| 30 | if key in skipKeys : |
| 31 | newObj[key] = val |
| 32 | elif isinstance(val, dict) : |
| 33 | newObj[key] = dict() |
| 34 | arraysToB64(val, newObj[key]) |
| 35 | elif isinstance(val, list) : |
| 36 | try : |
| 37 | arr = numpy.array(val) |
| 38 | except Exception : |
| 39 | newObj[key] = val |
| 40 | continue |
| 41 | |
| 42 | if arr.dtype == 'object' : |
| 43 | newList = list() |
| 44 | for v in val : |
| 45 | if isinstance(v, dict) : |
| 46 | newList.append(arraysToB64(v, dict())) |
| 47 | else : |
| 48 | newList.append(v) |
| 49 | |
| 50 | newObj[key] = newList |
| 51 | else : |
| 52 | # In a real application one does not need to convert |
| 53 | # small arrays like those that only have 2 items. |
| 54 | # But here we convert 2 item array to test typed arrays |
| 55 | # in more places. |
| 56 | |
| 57 | # skip converting arrays with no items |
| 58 | if(arr.ndim == 1 and arr.shape[0] < 1) : |
| 59 | newObj[key] = val |
| 60 | continue |
| 61 | |
| 62 | # convert default Big Ints until we could support them in plotly.js |
| 63 | if str(arr.dtype) == 'int64' : |
| 64 | max = arr.max() |
| 65 | min = arr.min() |
| 66 | if max <= int8bounds.max and min >= int8bounds.min : |
| 67 | arr = arr.astype(numpy.int8) |
| 68 | elif max <= int16bounds.max and min >= int16bounds.min : |
| 69 | arr = arr.astype(numpy.int16) |
| 70 | elif max <= int32bounds.max and min >= int32bounds.min : |
| 71 | arr = arr.astype(numpy.int32) |
| 72 | else : |
| 73 | newObj[key] = val |
| 74 | continue |
| 75 | |
| 76 | elif str(arr.dtype) == 'uint64' : |
| 77 | if max <= uint8bounds.max and min >= uint8bounds.min : |
| 78 | arr = arr.astype(numpy.uint8) |
| 79 | elif max <= uint16bounds.max and min >= uint16bounds.min : |
| 80 | arr = arr.astype(numpy.uint16) |
| 81 | elif max <= uint32bounds.max and min >= uint32bounds.min : |
| 82 | arr = arr.astype(numpy.uint32) |
| 83 | else : |
| 84 | newObj[key] = val |
| 85 | continue |
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