Commit 1c2a3fa033c1dca049831aa5d407bb7c35ea9ba8
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mdata/ILSVRC_S.py
| @@ -88,19 +88,22 @@ class DataILSVRC_S(DataDumperBase): | @@ -88,19 +88,22 @@ class DataILSVRC_S(DataDumperBase): | ||
| 88 | info_rate = info_rate if info_rate != None else 0.0 | 88 | info_rate = info_rate if info_rate != None else 0.0 |
| 89 | tag_chosen = tag_chosen if tag_chosen != None else stats.bernoulli.rvs(0.8) | 89 | tag_chosen = tag_chosen if tag_chosen != None else stats.bernoulli.rvs(0.8) |
| 90 | tag_class = tag_class if tag_class != None else 0 | 90 | tag_class = tag_class if tag_class != None else 0 |
| 91 | + | ||
| 91 | try: | 92 | try: |
| 92 | tmpf = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') | 93 | tmpf = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') |
| 93 | tmpf.write(img) | 94 | tmpf.write(img) |
| 94 | tmpf.seek(0) | 95 | tmpf.seek(0) |
| 95 | im = Jpeg(tmpf.name, key=sample_key) | 96 | im = Jpeg(tmpf.name, key=sample_key) |
| 96 | - info = [str(im.image_width), | ||
| 97 | - str(im.image_height), | ||
| 98 | - str(im.image_width * im.image_height), | ||
| 99 | - str(im.getCapacity()), | ||
| 100 | - str(im.getQuality()), | ||
| 101 | - str(info_rate), | ||
| 102 | - str(tag_chosen), | ||
| 103 | - str(tag_class)] | 97 | + info = [ |
| 98 | + im.image_width, | ||
| 99 | + im.image_height, | ||
| 100 | + im.image_width * im.image_height, | ||
| 101 | + im.getCapacity(), | ||
| 102 | + im.getQuality(), | ||
| 103 | + info_rate, | ||
| 104 | + tag_chosen, | ||
| 105 | + tag_class | ||
| 106 | + ] | ||
| 104 | return info | 107 | return info |
| 105 | except Exception as e: | 108 | except Exception as e: |
| 106 | print e | 109 | print e |
| @@ -121,27 +124,30 @@ class DataILSVRC_S(DataDumperBase): | @@ -121,27 +124,30 @@ class DataILSVRC_S(DataDumperBase): | ||
| 121 | 124 | ||
| 122 | return desc | 125 | return desc |
| 123 | 126 | ||
| 124 | - def _rdd_parse_data(self, raw_row): | 127 | + |
| 128 | + def _rddparse_data(raw_row): | ||
| 125 | """ | 129 | """ |
| 126 | input: (u'key0',u'cf_feat:hog:[0.056273,...]--%--cf_pic:data:\ufffd\ufffd\...--%--cf_tag:hog:True') | 130 | input: (u'key0',u'cf_feat:hog:[0.056273,...]--%--cf_pic:data:\ufffd\ufffd\...--%--cf_tag:hog:True') |
| 127 | return: ([0.056273,...],1) | 131 | return: ([0.056273,...],1) |
| 128 | 132 | ||
| 129 | In fact we can also use mapValues. | 133 | In fact we can also use mapValues. |
| 130 | """ | 134 | """ |
| 131 | - print 'i am here ' | ||
| 132 | - print raw_row | ||
| 133 | key = raw_row[0] | 135 | key = raw_row[0] |
| 134 | - items = raw_row[1].split('--%--') | ||
| 135 | - data = json.loads(items[0].split(':')[-1]) | ||
| 136 | - print (key,data) | 136 | + # if key == '04650c488a2b163ca8a1f52da6022f03.jpg': |
| 137 | + # with open('/tmp/hhhh','wb') as f: | ||
| 138 | + # f.write(raw_row[1].decode('unicode-escape')).encode('latin-1') | ||
| 139 | + items = raw_row[1].decode('unicode-escape').encode('latin-1').split('--%--') | ||
| 140 | + data = items[0].split('cf_pic:data:')[-1] | ||
| 137 | return (key, data) | 141 | return (key, data) |
| 138 | 142 | ||
| 139 | - def _rdd_parse_all(self, raw_row): | 143 | + |
| 144 | + def _rddparse_all(raw_row): | ||
| 140 | key = raw_row[0] | 145 | key = raw_row[0] |
| 141 | - items = raw_row[1].split('--%--') | ||
| 142 | - data = [json.loads(item.split(':')[-1]) for item in items] | 146 | + items = raw_row[1].decode('unicode-escape').encode('latin-1').split('--%--') |
| 147 | + data = [items[0].split('cf_pic:data:')[-1]] + [json.loads(item.split(':')[-1]) for item in items[1:]] | ||
| 143 | return (key, data) | 148 | return (key, data) |
| 144 | 149 | ||
| 150 | + | ||
| 145 | def _rdd_embed(self, row): | 151 | def _rdd_embed(self, row): |
| 146 | """ | 152 | """ |
| 147 | input: | 153 | input: |
| @@ -151,6 +157,7 @@ class DataILSVRC_S(DataDumperBase): | @@ -151,6 +157,7 @@ class DataILSVRC_S(DataDumperBase): | ||
| 151 | """ | 157 | """ |
| 152 | items = row[1] | 158 | items = row[1] |
| 153 | capacity, rate, chosen = items[4], items[6], items[7] | 159 | capacity, rate, chosen = items[4], items[6], items[7] |
| 160 | + | ||
| 154 | if chosen == 0: | 161 | if chosen == 0: |
| 155 | return None | 162 | return None |
| 156 | try: | 163 | try: |
| @@ -204,14 +211,14 @@ class DataILSVRC_S(DataDumperBase): | @@ -204,14 +211,14 @@ class DataILSVRC_S(DataDumperBase): | ||
| 204 | b.put(imgname, | 211 | b.put(imgname, |
| 205 | { | 212 | { |
| 206 | # 'cf_pic:data': imginfo[0], | 213 | # 'cf_pic:data': imginfo[0], |
| 207 | - 'cf_info:width': imginfo[1], | ||
| 208 | - 'cf_info:height': imginfo[2], | ||
| 209 | - 'cf_info:size': imginfo[3], | ||
| 210 | - 'cf_info:capacity': imginfo[4], | ||
| 211 | - 'cf_info:quality': imginfo[5], | ||
| 212 | - 'cf_info:rate': imginfo[6], | ||
| 213 | - 'cf_tag:chosen': imginfo[7], | ||
| 214 | - 'cf_tag:class': imginfo[8], | 214 | + 'cf_info:width': str(imginfo[1]), |
| 215 | + 'cf_info:height': str(imginfo[2]), | ||
| 216 | + 'cf_info:size': str(imginfo[3]), | ||
| 217 | + 'cf_info:capacity': str(imginfo[4]), | ||
| 218 | + 'cf_info:quality': str(imginfo[5]), | ||
| 219 | + 'cf_info:rate': str(imginfo[6]), | ||
| 220 | + 'cf_tag:chosen': str(imginfo[7]), | ||
| 221 | + 'cf_tag:class': str(imginfo[8]), | ||
| 215 | }) | 222 | }) |
| 216 | except ValueError: | 223 | except ValueError: |
| 217 | raise | 224 | raise |
| @@ -222,29 +229,29 @@ class DataILSVRC_S(DataDumperBase): | @@ -222,29 +229,29 @@ class DataILSVRC_S(DataDumperBase): | ||
| 222 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', | 229 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', |
| 223 | master='spark://HPC-server:7077') | 230 | master='spark://HPC-server:7077') |
| 224 | 231 | ||
| 225 | - cols = ['cf_pic:data', | ||
| 226 | - 'cf_info:width', | ||
| 227 | - 'cf_info:height', | ||
| 228 | - 'cf_info:size', | ||
| 229 | - 'cf_info:capacity', | ||
| 230 | - 'cf_info:quality', | ||
| 231 | - 'cf_info:rate', | ||
| 232 | - 'cf_tag:chosen', | ||
| 233 | - 'cf_tag:class'] | 232 | + cols = [ |
| 233 | + 'cf_pic:data', | ||
| 234 | + 'cf_info:width', | ||
| 235 | + 'cf_info:height', | ||
| 236 | + 'cf_info:size', | ||
| 237 | + 'cf_info:capacity', | ||
| 238 | + 'cf_info:quality', | ||
| 239 | + 'cf_info:rate', | ||
| 240 | + 'cf_tag:chosen', | ||
| 241 | + 'cf_tag:class' | ||
| 242 | + ] | ||
| 234 | 243 | ||
| 235 | # # Debug | 244 | # # Debug |
| 236 | - tmp_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_data_ILS, | ||
| 237 | - collect=False) | ||
| 238 | - # tmp_data = tmp_data.mapValues(lambda data: [data] + SC._getinfo_ILS(data)) | ||
| 239 | - print tmp_data.collect()[1] | ||
| 240 | - return | 245 | + # tmp_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_data_ILS, |
| 246 | + # collect=False) | ||
| 247 | + # # tmp_data = tmp_data.mapValues(lambda data: [data] + SC.rddinfo_ILS(data)) | ||
| 248 | + # print tmp_data.collect()[0][1] | ||
| 249 | + # return | ||
| 241 | 250 | ||
| 242 | 251 | ||
| 243 | self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_data_ILS, | 252 | self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_data_ILS, |
| 244 | collect=False).mapValues( | 253 | collect=False).mapValues( |
| 245 | - lambda data: [data] + self._get_info(data)) | ||
| 246 | - | ||
| 247 | - print self.rdd_data.collect() | 254 | + lambda data: [data] + SC.rddinfo_ILS(data)) |
| 248 | 255 | ||
| 249 | if not writeback: | 256 | if not writeback: |
| 250 | return self.rdd_data | 257 | return self.rdd_data |
| @@ -262,15 +269,19 @@ class DataILSVRC_S(DataDumperBase): | @@ -262,15 +269,19 @@ class DataILSVRC_S(DataDumperBase): | ||
| 262 | 269 | ||
| 263 | if readforward: | 270 | if readforward: |
| 264 | self.dict_data = {} | 271 | self.dict_data = {} |
| 265 | - cols = ['cf_pic:data', | ||
| 266 | - 'cf_info:width', | ||
| 267 | - 'cf_info:height', | ||
| 268 | - 'cf_info:size', | ||
| 269 | - 'cf_info:capacity', | ||
| 270 | - 'cf_info:quality', | ||
| 271 | - 'cf_info:rate', | ||
| 272 | - 'cf_tag:chosen', | ||
| 273 | - 'cf_tag:class'] | 272 | + |
| 273 | + cols = [ | ||
| 274 | + 'cf_pic:data', | ||
| 275 | + 'cf_info:width', | ||
| 276 | + 'cf_info:height', | ||
| 277 | + 'cf_info:size', | ||
| 278 | + 'cf_info:capacity', | ||
| 279 | + 'cf_info:quality', | ||
| 280 | + 'cf_info:rate', | ||
| 281 | + 'cf_tag:chosen', | ||
| 282 | + 'cf_tag:class' | ||
| 283 | + ] | ||
| 284 | + | ||
| 274 | for key, data in self.table.scan(columns=cols): | 285 | for key, data in self.table.scan(columns=cols): |
| 275 | data = [data[k] for k in cols] | 286 | data = [data[k] for k in cols] |
| 276 | self.dict_data[key] = data | 287 | self.dict_data[key] = data |
| @@ -318,14 +329,15 @@ class DataILSVRC_S(DataDumperBase): | @@ -318,14 +329,15 @@ class DataILSVRC_S(DataDumperBase): | ||
| 318 | b.put(imgname, | 329 | b.put(imgname, |
| 319 | { | 330 | { |
| 320 | 'cf_pic:data': imginfo[0], | 331 | 'cf_pic:data': imginfo[0], |
| 321 | - 'cf_info:width': imginfo[1], | ||
| 322 | - 'cf_info:height': imginfo[2], | ||
| 323 | - 'cf_info:size': imginfo[3], | ||
| 324 | - 'cf_info:capacity': imginfo[4], | ||
| 325 | - 'cf_info:quality': imginfo[5], | ||
| 326 | - 'cf_info:rate': imginfo[6], | ||
| 327 | - 'cf_tag:chosen': imginfo[7], | ||
| 328 | - 'cf_tag:class': imginfo[8], }) | 332 | + 'cf_info:width': str(imginfo[1]), |
| 333 | + 'cf_info:height': str(imginfo[2]), | ||
| 334 | + 'cf_info:size': str(imginfo[3]), | ||
| 335 | + 'cf_info:capacity': str(imginfo[4]), | ||
| 336 | + 'cf_info:quality': str(imginfo[5]), | ||
| 337 | + 'cf_info:rate': str(imginfo[6]), | ||
| 338 | + 'cf_tag:chosen': str(imginfo[7]), | ||
| 339 | + 'cf_tag:class': str(imginfo[8]), | ||
| 340 | + }) | ||
| 329 | except ValueError: | 341 | except ValueError: |
| 330 | raise | 342 | raise |
| 331 | 343 | ||
| @@ -334,30 +346,26 @@ class DataILSVRC_S(DataDumperBase): | @@ -334,30 +346,26 @@ class DataILSVRC_S(DataDumperBase): | ||
| 334 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', | 346 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', |
| 335 | master='spark://HPC-server:7077') | 347 | master='spark://HPC-server:7077') |
| 336 | 348 | ||
| 337 | - cols = ['cf_pic:data', | ||
| 338 | - 'cf_info:width', | ||
| 339 | - 'cf_info:height', | ||
| 340 | - 'cf_info:size', | ||
| 341 | - 'cf_info:capacity', | ||
| 342 | - 'cf_info:quality', | ||
| 343 | - 'cf_info:rate', | ||
| 344 | - 'cf_tag:chosen', | ||
| 345 | - 'cf_tag:class'] | 349 | + cols = [ |
| 350 | + 'cf_pic:data', | ||
| 351 | + 'cf_info:width', | ||
| 352 | + 'cf_info:height', | ||
| 353 | + 'cf_info:size', | ||
| 354 | + 'cf_info:capacity', | ||
| 355 | + 'cf_info:quality', | ||
| 356 | + 'cf_info:rate', | ||
| 357 | + 'cf_tag:chosen', | ||
| 358 | + 'cf_tag:class' | ||
| 359 | + ] | ||
| 346 | 360 | ||
| 347 | if readforward: | 361 | if readforward: |
| 348 | - self.dict_data = {} | ||
| 349 | - | ||
| 350 | - for key, data in self.table.scan(columns=cols): | ||
| 351 | - data = [data[k] for k in cols] | ||
| 352 | - self.dict_data[key] = data | ||
| 353 | - self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=self._rdd_parse_all, | ||
| 354 | - collect=False) | 362 | + self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_all_ILS, collect=False) |
| 355 | 363 | ||
| 356 | - rdd_data_ext = self.rdd_data.map(lambda x: self._rdd_embed(x)) | 364 | + rdd_data_ext = self.rdd_data.map(lambda x: SC.rddembed_ILS(x)) |
| 357 | self.rdd_data = self.rdd_data.union(rdd_data_ext) | 365 | self.rdd_data = self.rdd_data.union(rdd_data_ext) |
| 358 | 366 | ||
| 359 | if not writeback: | 367 | if not writeback: |
| 360 | - return self.dict_data | 368 | + return self.rdd_data |
| 361 | else: | 369 | else: |
| 362 | self.sparkcontex.write_hbase(self.table_name, self.rdd_data, fromrdd=True, columns=cols) | 370 | self.sparkcontex.write_hbase(self.table_name, self.rdd_data, fromrdd=True, columns=cols) |
| 363 | 371 | ||
| @@ -372,15 +380,17 @@ class DataILSVRC_S(DataDumperBase): | @@ -372,15 +380,17 @@ class DataILSVRC_S(DataDumperBase): | ||
| 372 | 380 | ||
| 373 | if readforward: | 381 | if readforward: |
| 374 | self.dict_data = {} | 382 | self.dict_data = {} |
| 375 | - cols = ['cf_pic:data', | ||
| 376 | - 'cf_info:width', | ||
| 377 | - 'cf_info:height', | ||
| 378 | - 'cf_info:size', | ||
| 379 | - 'cf_info:capacity', | ||
| 380 | - 'cf_info:quality', | ||
| 381 | - 'cf_info:rate', | ||
| 382 | - 'cf_tag:chosen', | ||
| 383 | - 'cf_tag:class'] | 383 | + cols = [ |
| 384 | + 'cf_pic:data', | ||
| 385 | + 'cf_info:width', | ||
| 386 | + 'cf_info:height', | ||
| 387 | + 'cf_info:size', | ||
| 388 | + 'cf_info:capacity', | ||
| 389 | + 'cf_info:quality', | ||
| 390 | + 'cf_info:rate', | ||
| 391 | + 'cf_tag:chosen', | ||
| 392 | + 'cf_tag:class' | ||
| 393 | + ] | ||
| 384 | for key, data in self.table.scan(columns=cols): | 394 | for key, data in self.table.scan(columns=cols): |
| 385 | data = [data[k] for k in cols] | 395 | data = [data[k] for k in cols] |
| 386 | self.dict_data[key] = data | 396 | self.dict_data[key] = data |
| @@ -410,15 +420,16 @@ class DataILSVRC_S(DataDumperBase): | @@ -410,15 +420,16 @@ class DataILSVRC_S(DataDumperBase): | ||
| 410 | b.put(imgname, | 420 | b.put(imgname, |
| 411 | { | 421 | { |
| 412 | 'cf_pic:data': imginfo[0], | 422 | 'cf_pic:data': imginfo[0], |
| 413 | - 'cf_info:width': imginfo[1], | ||
| 414 | - 'cf_info:height': imginfo[2], | ||
| 415 | - 'cf_info:size': imginfo[3], | ||
| 416 | - 'cf_info:capacity': imginfo[4], | ||
| 417 | - 'cf_info:quality': imginfo[5], | ||
| 418 | - 'cf_info:rate': imginfo[6], | ||
| 419 | - 'cf_tag:chosen': imginfo[7], | ||
| 420 | - 'cf_tag:class': imginfo[8], | ||
| 421 | - 'cf_feat:' + feattype: imginfo[9]}) | 423 | + 'cf_info:width': str(imginfo[1]), |
| 424 | + 'cf_info:height': str(imginfo[2]), | ||
| 425 | + 'cf_info:size': str(imginfo[3]), | ||
| 426 | + 'cf_info:capacity': str(imginfo[4]), | ||
| 427 | + 'cf_info:quality': str(imginfo[5]), | ||
| 428 | + 'cf_info:rate': str(imginfo[6]), | ||
| 429 | + 'cf_tag:chosen': str(imginfo[7]), | ||
| 430 | + 'cf_tag:class': str(imginfo[8]), | ||
| 431 | + 'cf_feat:' + feattype: imginfo[9], | ||
| 432 | + }) | ||
| 422 | except ValueError: | 433 | except ValueError: |
| 423 | raise | 434 | raise |
| 424 | 435 | ||
| @@ -427,30 +438,26 @@ class DataILSVRC_S(DataDumperBase): | @@ -427,30 +438,26 @@ class DataILSVRC_S(DataDumperBase): | ||
| 427 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', | 438 | self.sparkcontex = SC.Sparker(host='HPC-server', appname='ImageILSVRC', |
| 428 | master='spark://HPC-server:7077') | 439 | master='spark://HPC-server:7077') |
| 429 | 440 | ||
| 430 | - cols = ['cf_pic:data', | ||
| 431 | - 'cf_info:width', | ||
| 432 | - 'cf_info:height', | ||
| 433 | - 'cf_info:size', | ||
| 434 | - 'cf_info:capacity', | ||
| 435 | - 'cf_info:quality', | ||
| 436 | - 'cf_info:rate', | ||
| 437 | - 'cf_tag:chosen', | ||
| 438 | - 'cf_tag:class'] | 441 | + cols = [ |
| 442 | + 'cf_pic:data', | ||
| 443 | + 'cf_info:width', | ||
| 444 | + 'cf_info:height', | ||
| 445 | + 'cf_info:size', | ||
| 446 | + 'cf_info:capacity', | ||
| 447 | + 'cf_info:quality', | ||
| 448 | + 'cf_info:rate', | ||
| 449 | + 'cf_tag:chosen', | ||
| 450 | + 'cf_tag:class', | ||
| 451 | + 'cf_feat:' + feattype, | ||
| 452 | + ] | ||
| 439 | 453 | ||
| 440 | if readforward: | 454 | if readforward: |
| 441 | - self.dict_data = {} | 455 | + self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=SC.rddparse_all_ILS, collect=False) |
| 442 | 456 | ||
| 443 | - for key, data in self.table.scan(columns=cols): | ||
| 444 | - data = [data[k] for k in cols] | ||
| 445 | - self.dict_data[key] = data | ||
| 446 | - self.rdd_data = self.sparkcontex.read_hbase(self.table_name, func=self._rdd_parse_all, | ||
| 447 | - collect=False) | ||
| 448 | - | ||
| 449 | - rdd_data_ext = self.rdd_data.map(lambda x: self._rdd_embed(x)) | ||
| 450 | - self.rdd_data = self.rdd_data.union(rdd_data_ext) | 457 | + self.rdd_data = self.rdd_data.map(lambda x: SC.rddfeat_ILS(x)) |
| 451 | 458 | ||
| 452 | if not writeback: | 459 | if not writeback: |
| 453 | - return self.dict_data | 460 | + return self.rdd_data |
| 454 | else: | 461 | else: |
| 455 | self.sparkcontex.write_hbase(self.table_name, self.rdd_data, fromrdd=True, columns=cols) | 462 | self.sparkcontex.write_hbase(self.table_name, self.rdd_data, fromrdd=True, columns=cols) |
| 456 | 463 |
mfeat/__init__.py
| @@ -4,9 +4,7 @@ from ..common import * | @@ -4,9 +4,7 @@ from ..common import * | ||
| 4 | 4 | ||
| 5 | import numpy as np | 5 | import numpy as np |
| 6 | from PIL import Image | 6 | from PIL import Image |
| 7 | -import cv2 | ||
| 8 | -from skimage.feature import hog | ||
| 9 | -from skimage import io, color, transform, exposure | 7 | +# import cv2 |
| 10 | 8 | ||
| 11 | __all__ = ['FeatureBase'] | 9 | __all__ = ['FeatureBase'] |
| 12 | 10 | ||
| @@ -35,8 +33,8 @@ def RGBtest(): | @@ -35,8 +33,8 @@ def RGBtest(): | ||
| 35 | print type(img2), img2.dtype, img2.shape | 33 | print type(img2), img2.dtype, img2.shape |
| 36 | print img2 | 34 | print img2 |
| 37 | 35 | ||
| 38 | - cv2.imshow('test img', img2) | ||
| 39 | - cv2.waitKey(0) | 36 | + # cv2.imshow('test img', img2) |
| 37 | + # cv2.waitKey(0) | ||
| 40 | 38 | ||
| 41 | 39 | ||
| 42 | class FeatureBase(object): | 40 | class FeatureBase(object): |
mmodel/SVM.py
| @@ -50,7 +50,7 @@ class ModelSVM(ModelBase): | @@ -50,7 +50,7 @@ class ModelSVM(ModelBase): | ||
| 50 | if self.model != None: | 50 | if self.model != None: |
| 51 | model = self.model | 51 | model = self.model |
| 52 | else: | 52 | else: |
| 53 | - print 'loading model ...' | 53 | + print 'loading model ...' |
| 54 | model = svm_load_model('res/svm_libsvm.model') | 54 | model = svm_load_model('res/svm_libsvm.model') |
| 55 | 55 | ||
| 56 | feat = [list(feat)] | 56 | feat = [list(feat)] |
| @@ -64,7 +64,7 @@ class ModelSVM(ModelBase): | @@ -64,7 +64,7 @@ class ModelSVM(ModelBase): | ||
| 64 | if self.model != None: | 64 | if self.model != None: |
| 65 | model = self.model | 65 | model = self.model |
| 66 | else: | 66 | else: |
| 67 | - print 'loading model ...' | 67 | + print 'loading model ...' |
| 68 | model = svm_load_model('res/svm_libsvm.model') | 68 | model = svm_load_model('res/svm_libsvm.model') |
| 69 | 69 | ||
| 70 | X, Y = list(X), list(Y) | 70 | X, Y = list(X), list(Y) |
| @@ -73,8 +73,8 @@ class ModelSVM(ModelBase): | @@ -73,8 +73,8 @@ class ModelSVM(ModelBase): | ||
| 73 | 73 | ||
| 74 | return p_acc | 74 | return p_acc |
| 75 | 75 | ||
| 76 | - def _train_sklearn(self,X, Y): | ||
| 77 | - clf = svm.SVC(C=4,kernel='linear',shrinking=False,verbose=True) | 76 | + def _train_sklearn(self, X, Y): |
| 77 | + clf = svm.SVC(C=4, kernel='linear', shrinking=False, verbose=True) | ||
| 78 | clf.fit(X, Y) | 78 | clf.fit(X, Y) |
| 79 | with open('res/svm_sk.model', 'wb') as modelfile: | 79 | with open('res/svm_sk.model', 'wb') as modelfile: |
| 80 | model = pickle.dump(clf, modelfile) | 80 | model = pickle.dump(clf, modelfile) |
| @@ -100,7 +100,7 @@ class ModelSVM(ModelBase): | @@ -100,7 +100,7 @@ class ModelSVM(ModelBase): | ||
| 100 | if self.model != None: | 100 | if self.model != None: |
| 101 | model = self.model | 101 | model = self.model |
| 102 | else: | 102 | else: |
| 103 | - print 'loading model ...' | 103 | + print 'loading model ...' |
| 104 | with open('res/svm_sklearn.model', 'rb') as modelfile: | 104 | with open('res/svm_sklearn.model', 'rb') as modelfile: |
| 105 | model = pickle.load(modelfile) | 105 | model = pickle.load(modelfile) |
| 106 | 106 | ||
| @@ -111,7 +111,7 @@ class ModelSVM(ModelBase): | @@ -111,7 +111,7 @@ class ModelSVM(ModelBase): | ||
| 111 | if self.model != None: | 111 | if self.model != None: |
| 112 | model = self.model | 112 | model = self.model |
| 113 | else: | 113 | else: |
| 114 | - print 'loading model ...' | 114 | + print 'loading model ...' |
| 115 | with open('res/svm_sklearn.model', 'rb') as modelfile: | 115 | with open('res/svm_sklearn.model', 'rb') as modelfile: |
| 116 | model = pickle.load(modelfile) | 116 | model = pickle.load(modelfile) |
| 117 | 117 | ||
| @@ -120,16 +120,16 @@ class ModelSVM(ModelBase): | @@ -120,16 +120,16 @@ class ModelSVM(ModelBase): | ||
| 120 | return np.mean(Y == result_Y) | 120 | return np.mean(Y == result_Y) |
| 121 | 121 | ||
| 122 | def _test_sklearn(self, X, Y, model=None): | 122 | def _test_sklearn(self, X, Y, model=None): |
| 123 | - if model is None: | 123 | + if model is None: |
| 124 | if self.model != None: | 124 | if self.model != None: |
| 125 | model = self.model | 125 | model = self.model |
| 126 | else: | 126 | else: |
| 127 | print 'loading model ...' | 127 | print 'loading model ...' |
| 128 | with open('res/svm_sklearn.model', 'rb') as modelfile: | 128 | with open('res/svm_sklearn.model', 'rb') as modelfile: |
| 129 | model = pickle.load(modelfile) | 129 | model = pickle.load(modelfile) |
| 130 | - | ||
| 131 | - return model.score(X, Y) | ||
| 132 | - | 130 | + |
| 131 | + return model.score(X, Y) | ||
| 132 | + | ||
| 133 | 133 | ||
| 134 | def _train_opencv(self, X, Y): | 134 | def _train_opencv(self, X, Y): |
| 135 | svm_params = dict(kernel_type=cv2.SVM_LINEAR, | 135 | svm_params = dict(kernel_type=cv2.SVM_LINEAR, |
| @@ -152,7 +152,7 @@ class ModelSVM(ModelBase): | @@ -152,7 +152,7 @@ class ModelSVM(ModelBase): | ||
| 152 | if self.model != None: | 152 | if self.model != None: |
| 153 | model = self.model | 153 | model = self.model |
| 154 | else: | 154 | else: |
| 155 | - print 'loading model ...' | 155 | + print 'loading model ...' |
| 156 | with open('res/svm_opencv.model', 'rb') as modelfile: | 156 | with open('res/svm_opencv.model', 'rb') as modelfile: |
| 157 | model = pickle.load(modelfile) | 157 | model = pickle.load(modelfile) |
| 158 | feat = np.array(feat, dtype=np.float32) | 158 | feat = np.array(feat, dtype=np.float32) |
| @@ -165,7 +165,7 @@ class ModelSVM(ModelBase): | @@ -165,7 +165,7 @@ class ModelSVM(ModelBase): | ||
| 165 | if self.model != None: | 165 | if self.model != None: |
| 166 | model = self.model | 166 | model = self.model |
| 167 | else: | 167 | else: |
| 168 | - print 'loading model ...' | 168 | + print 'loading model ...' |
| 169 | with open('res/svm_opencv.model', 'rb') as modelfile: | 169 | with open('res/svm_opencv.model', 'rb') as modelfile: |
| 170 | model = pickle.load(modelfile) | 170 | model = pickle.load(modelfile) |
| 171 | 171 |
mspark/SC.py
| @@ -9,6 +9,7 @@ from . import * | @@ -9,6 +9,7 @@ from . import * | ||
| 9 | from ..mjpeg import * | 9 | from ..mjpeg import * |
| 10 | from ..msteg import * | 10 | from ..msteg import * |
| 11 | from ..msteg.steganography import LSB, F3, F4, F5 | 11 | from ..msteg.steganography import LSB, F3, F4, F5 |
| 12 | +from ..mfeat import IntraBlockDiff | ||
| 12 | 13 | ||
| 13 | import sys | 14 | import sys |
| 14 | from pyspark import SparkConf, SparkContext | 15 | from pyspark import SparkConf, SparkContext |
| @@ -20,19 +21,11 @@ import pickle | @@ -20,19 +21,11 @@ import pickle | ||
| 20 | import tempfile | 21 | import tempfile |
| 21 | 22 | ||
| 22 | import numpy as np | 23 | import numpy as np |
| 23 | -from numpy.random import randn | ||
| 24 | -import pandas as pd | ||
| 25 | from scipy import stats | 24 | from scipy import stats |
| 26 | from hashlib import md5 | 25 | from hashlib import md5 |
| 27 | 26 | ||
| 28 | - | ||
| 29 | -bbb = (u'04650c488a2b163ca8a1f52da6022f03.jpg', u'\ufffd\ufffd\ufffd\ufffd\x00\x10JFIF\x00\x01\x01\x01\x00H\x00H\x00\x00\ufffd\ufffd\x0cXICC_PROFILE\x00\x01\x01\x00\x00\x0cHLino\x02\x10\x00\x00mntrRGB XYZ \x07\ufffd\x00\x02\x00\t\x00\x06\x001\x00\x00acspMSFT\x00\x00\x00\x00IEC sRGB\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\ufffd\ufffd\x00\x01\x00\x00\x00\x00\ufffd-HP 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| ||
| 30 | - | ||
| 31 | - | 27 | +np.random.seed(sum(map(ord, "whoami"))) |
| 32 | package_dir = os.path.dirname(os.path.abspath(__file__)) | 28 | package_dir = os.path.dirname(os.path.abspath(__file__)) |
| 33 | -steger = F5.F5(sample_key, 1) | ||
| 34 | - | ||
| 35 | - | ||
| 36 | 29 | ||
| 37 | 30 | ||
| 38 | def rddparse_data_CV(raw_row): | 31 | def rddparse_data_CV(raw_row): |
| @@ -53,22 +46,23 @@ def rddparse_data_ILS(raw_row): | @@ -53,22 +46,23 @@ def rddparse_data_ILS(raw_row): | ||
| 53 | 46 | ||
| 54 | In fact we can also use mapValues. | 47 | In fact we can also use mapValues. |
| 55 | """ | 48 | """ |
| 56 | - print 'i am here 66666666666666666666666666666666666666 ' | ||
| 57 | key = raw_row[0] | 49 | key = raw_row[0] |
| 58 | - items = raw_row[1].split('--%--') | 50 | + # if key == '04650c488a2b163ca8a1f52da6022f03.jpg': |
| 51 | + # with open('/tmp/hhhh','wb') as f: | ||
| 52 | + # f.write(raw_row[1].decode('unicode-escape')).encode('latin-1') | ||
| 53 | + items = raw_row[1].decode('unicode-escape').encode('latin-1').split('--%--') | ||
| 59 | data = items[0].split('cf_pic:data:')[-1] | 54 | data = items[0].split('cf_pic:data:')[-1] |
| 60 | return (key, data) | 55 | return (key, data) |
| 61 | 56 | ||
| 62 | 57 | ||
| 63 | def rddparse_all_ILS(raw_row): | 58 | def rddparse_all_ILS(raw_row): |
| 64 | - print raw_row | ||
| 65 | key = raw_row[0] | 59 | key = raw_row[0] |
| 66 | - items = raw_row[1].split('--%--') | 60 | + items = raw_row[1].decode('unicode-escape').encode('latin-1').split('--%--') |
| 67 | data = [items[0].split('cf_pic:data:')[-1]] + [json.loads(item.split(':')[-1]) for item in items[1:]] | 61 | data = [items[0].split('cf_pic:data:')[-1]] + [json.loads(item.split(':')[-1]) for item in items[1:]] |
| 68 | return (key, data) | 62 | return (key, data) |
| 69 | 63 | ||
| 70 | 64 | ||
| 71 | -def _getinfo_ILS(img, info_rate=None, tag_chosen=None, tag_class=None): | 65 | +def rddinfo_ILS(img, info_rate=None, tag_chosen=None, tag_class=None): |
| 72 | """ | 66 | """ |
| 73 | Tempfile is our friend. (?) | 67 | Tempfile is our friend. (?) |
| 74 | """ | 68 | """ |
| @@ -77,26 +71,28 @@ def _getinfo_ILS(img, info_rate=None, tag_chosen=None, tag_class=None): | @@ -77,26 +71,28 @@ def _getinfo_ILS(img, info_rate=None, tag_chosen=None, tag_class=None): | ||
| 77 | tag_class = tag_class if tag_class != None else 0 | 71 | tag_class = tag_class if tag_class != None else 0 |
| 78 | try: | 72 | try: |
| 79 | tmpf = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') | 73 | tmpf = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') |
| 80 | - print tmpf.name | ||
| 81 | tmpf.write(img) | 74 | tmpf.write(img) |
| 82 | tmpf.seek(0) | 75 | tmpf.seek(0) |
| 83 | im = Jpeg(tmpf.name, key=sample_key) | 76 | im = Jpeg(tmpf.name, key=sample_key) |
| 84 | - info = [str(im.image_width), | ||
| 85 | - str(im.image_height), | ||
| 86 | - str(im.image_width * im.image_height), | ||
| 87 | - str(im.getCapacity()), | ||
| 88 | - str(im.getQuality()), | ||
| 89 | - str(info_rate), | ||
| 90 | - str(tag_chosen), | ||
| 91 | - str(tag_class)] | 77 | + info = [ |
| 78 | + im.image_width, | ||
| 79 | + im.image_height, | ||
| 80 | + im.image_width * im.image_height, | ||
| 81 | + im.getCapacity(), | ||
| 82 | + im.getQuality(), | ||
| 83 | + info_rate, | ||
| 84 | + tag_chosen, | ||
| 85 | + tag_class | ||
| 86 | + ] | ||
| 92 | return info | 87 | return info |
| 93 | except Exception as e: | 88 | except Exception as e: |
| 94 | print e | 89 | print e |
| 90 | + raise | ||
| 95 | finally: | 91 | finally: |
| 96 | tmpf.close() | 92 | tmpf.close() |
| 97 | 93 | ||
| 98 | 94 | ||
| 99 | -def rddembed__ILS(row): | 95 | +def rddembed_ILS(row): |
| 100 | """ | 96 | """ |
| 101 | input: | 97 | input: |
| 102 | e.g. row =('row1',[1,3400,'hello']) | 98 | e.g. row =('row1',[1,3400,'hello']) |
| @@ -104,7 +100,7 @@ def rddembed__ILS(row): | @@ -104,7 +100,7 @@ def rddembed__ILS(row): | ||
| 104 | newrow = ('row2',[34,5400,'embeded']) | 100 | newrow = ('row2',[34,5400,'embeded']) |
| 105 | """ | 101 | """ |
| 106 | items = row[1] | 102 | items = row[1] |
| 107 | - capacity, rate, chosen = items[4], items[6], items[7] | 103 | + capacity, rate, chosen = int(items[4]), float(items[6]), int(items[7]) |
| 108 | if chosen == 0: | 104 | if chosen == 0: |
| 109 | return None | 105 | return None |
| 110 | try: | 106 | try: |
| @@ -113,6 +109,8 @@ def rddembed__ILS(row): | @@ -113,6 +109,8 @@ def rddembed__ILS(row): | ||
| 113 | tmpf_src.seek(0) | 109 | tmpf_src.seek(0) |
| 114 | tmpf_dst = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') | 110 | tmpf_dst = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') |
| 115 | 111 | ||
| 112 | + steger = F5.F5(sample_key, 1) | ||
| 113 | + | ||
| 116 | if rate == None: | 114 | if rate == None: |
| 117 | embed_rate = steger.embed_raw_data(tmpf_src.name, os.path.join(package_dir, '../res/toembed'), | 115 | embed_rate = steger.embed_raw_data(tmpf_src.name, os.path.join(package_dir, '../res/toembed'), |
| 118 | tmpf_dst.name) | 116 | tmpf_dst.name) |
| @@ -126,7 +124,7 @@ def rddembed__ILS(row): | @@ -126,7 +124,7 @@ def rddembed__ILS(row): | ||
| 126 | raw = tmpf_dst.read() | 124 | raw = tmpf_dst.read() |
| 127 | index = md5(raw).hexdigest() | 125 | index = md5(raw).hexdigest() |
| 128 | 126 | ||
| 129 | - return (index + '.jpg', [raw] + _getinfo_ILS(raw, embed_rate, 0, 1)) | 127 | + return (index + '.jpg', [raw] + rddinfo_ILS(raw, embed_rate, 0, 1)) |
| 130 | 128 | ||
| 131 | except Exception as e: | 129 | except Exception as e: |
| 132 | print e | 130 | print e |
| @@ -136,18 +134,48 @@ def rddembed__ILS(row): | @@ -136,18 +134,48 @@ def rddembed__ILS(row): | ||
| 136 | tmpf_dst.close() | 134 | tmpf_dst.close() |
| 137 | 135 | ||
| 138 | 136 | ||
| 137 | +def _get_feat(image, feattype='ibd', **kwargs): | ||
| 138 | + if feattype == 'ibd': | ||
| 139 | + feater = IntraBlockDiff.FeatIntraBlockDiff() | ||
| 140 | + else: | ||
| 141 | + raise Exception("Unknown feature type!") | ||
| 142 | + | ||
| 143 | + desc = feater.feat(image) | ||
| 144 | + | ||
| 145 | + return desc | ||
| 146 | + | ||
| 147 | + | ||
| 148 | +def rddfeat_ILS(row, feattype='ibd', **kwargs): | ||
| 149 | + items = row[1] | ||
| 150 | + capacity, rate, chosen = int(items[4]), float(items[6]), int(items[7]) | ||
| 151 | + try: | ||
| 152 | + tmpf_src = tempfile.NamedTemporaryFile(suffix='.jpg', mode='w+b') | ||
| 153 | + tmpf_src.write(items[0]) | ||
| 154 | + tmpf_src.seek(0) | ||
| 155 | + | ||
| 156 | + desc = json.dumps(_get_feat(tmpf_src.name, feattype=feattype).tolist()) | ||
| 157 | + | ||
| 158 | + return (row[0], row[1].append(desc)) | ||
| 159 | + | ||
| 160 | + except Exception as e: | ||
| 161 | + print e | ||
| 162 | + raise | ||
| 163 | + finally: | ||
| 164 | + tmpf_src.close() | ||
| 165 | + | ||
| 166 | + | ||
| 139 | def format_out(row, cols): | 167 | def format_out(row, cols): |
| 140 | """ | 168 | """ |
| 141 | input: | 169 | input: |
| 142 | e.g. row =('row1',[1,3400,'hello']) | 170 | e.g. row =('row1',[1,3400,'hello']) |
| 143 | cols = [['cf_info', 'id'], ['cf_info', 'size'], ['cf_tag', 'desc']] | 171 | cols = [['cf_info', 'id'], ['cf_info', 'size'], ['cf_tag', 'desc']] |
| 144 | return: | 172 | return: |
| 145 | - [('row1',['row1', 'cf_info', 'id', 1]),('row1',['row1', 'cf_info', 'size', 3400]),('row1',['row1', 'cf_tag', 'desc', 'hello'])] | 173 | + [('row1',['row1', 'cf_info', 'id', '1']),('row1',['row1', 'cf_info', 'size', '3400']),('row1',['row1', 'cf_tag', 'desc', 'hello'])] |
| 146 | """ | 174 | """ |
| 147 | puts = [] | 175 | puts = [] |
| 148 | key = row[0] | 176 | key = row[0] |
| 149 | for data, col in zip(row[1], cols): | 177 | for data, col in zip(row[1], cols): |
| 150 | - puts.append((key, [key] + col + [data])) | 178 | + puts.append((key, [key] + col + [str(data)])) |
| 151 | return puts | 179 | return puts |
| 152 | 180 | ||
| 153 | 181 | ||
| @@ -157,7 +185,6 @@ class Sparker(object): | @@ -157,7 +185,6 @@ class Sparker(object): | ||
| 157 | self.host = host | 185 | self.host = host |
| 158 | self.appname = appname | 186 | self.appname = appname |
| 159 | self.master = kwargs.get('master', 'spark://%s:7077' % self.host) | 187 | self.master = kwargs.get('master', 'spark://%s:7077' % self.host) |
| 160 | - print self.master | ||
| 161 | self.conf = SparkConf() | 188 | self.conf = SparkConf() |
| 162 | self.conf.setSparkHome(self.host) \ | 189 | self.conf.setSparkHome(self.host) \ |
| 163 | .setMaster(self.master) \ | 190 | .setMaster(self.master) \ |
| @@ -198,7 +225,6 @@ class Sparker(object): | @@ -198,7 +225,6 @@ class Sparker(object): | ||
| 198 | conf=hconf) | 225 | conf=hconf) |
| 199 | 226 | ||
| 200 | parser = func if func != None else rddparse_data_CV | 227 | parser = func if func != None else rddparse_data_CV |
| 201 | - print parser | ||
| 202 | hbase_rdd = hbase_rdd.map(lambda x: parser(x)) | 228 | hbase_rdd = hbase_rdd.map(lambda x: parser(x)) |
| 203 | 229 | ||
| 204 | if collect: | 230 | if collect: |
msteg/steganalysis/MPB.py
| @@ -8,15 +8,8 @@ import math | @@ -8,15 +8,8 @@ import math | ||
| 8 | import numpy as np | 8 | import numpy as np |
| 9 | 9 | ||
| 10 | from .. import * | 10 | from .. import * |
| 11 | -from ...mjpeg import Jpeg,colorMap | ||
| 12 | from ...common import * | 11 | from ...common import * |
| 13 | 12 | ||
| 14 | -import csv | ||
| 15 | -import json | ||
| 16 | -import pickle | ||
| 17 | -import cv2 | ||
| 18 | -from sklearn import svm | ||
| 19 | - | ||
| 20 | # from numba import jit | 13 | # from numba import jit |
| 21 | 14 | ||
| 22 | 15 | ||
| @@ -188,123 +181,4 @@ class MPB(StegBase): | @@ -188,123 +181,4 @@ class MPB(StegBase): | ||
| 188 | 181 | ||
| 189 | return TPM | 182 | return TPM |
| 190 | 183 | ||
| 191 | - def load_dataset(self, mode, file): | ||
| 192 | - if mode == 'local': | ||
| 193 | - return self._load_dataset_from_local(file) | ||
| 194 | - elif mode == 'remote' or mode == 'hbase': | ||
| 195 | - return self._load_dataset_from_hbase(file) | ||
| 196 | - else: | ||
| 197 | - raise Exception("Unknown mode!") | ||
| 198 | - | ||
| 199 | - def _load_dataset_from_local(self, list_file='images_map_Train.tsv'): | ||
| 200 | - """ | ||
| 201 | - load jpeg dataset according to a file of file-list. | ||
| 202 | - | ||
| 203 | - :param list_file: a tsv file with each line for a jpeg file path | ||
| 204 | - :return:(X,Y) for SVM | ||
| 205 | - """ | ||
| 206 | - list_file = base_dir + list_file | ||
| 207 | - | ||
| 208 | - X = [] | ||
| 209 | - Y = [] | ||
| 210 | - dict_tagbuf = {} | ||
| 211 | - dict_dataset = {} | ||
| 212 | - | ||
| 213 | - with open(list_file, 'rb') as tsvfile: | ||
| 214 | - tsvfile = csv.reader(tsvfile, delimiter='\t') | ||
| 215 | - for line in tsvfile: | ||
| 216 | - imgname = line[0] + '.jpg' | ||
| 217 | - dict_tagbuf[imgname] = line[1] | ||
| 218 | - | ||
| 219 | - dir = base_dir + 'Feat/' | ||
| 220 | - for path, subdirs, files in os.walk(dir + 'Train/'): | ||
| 221 | - for name in files: | ||
| 222 | - featpath = os.path.join(path, name) | ||
| 223 | - # print featpath | ||
| 224 | - with open(featpath, 'rb') as featfile: | ||
| 225 | - imgname = path.split('/')[-1] + name.replace('.mpb', '.jpg') | ||
| 226 | - dict_dataset[imgname] = json.loads(featfile.read()) | ||
| 227 | - | ||
| 228 | - for imgname, tag in dict_tagbuf.items(): | ||
| 229 | - tag = 1 if tag == 'True' else 0 | ||
| 230 | - X.append(dict_dataset[imgname]) | ||
| 231 | - Y.append(tag) | ||
| 232 | - | ||
| 233 | - return X, Y | ||
| 234 | - | ||
| 235 | - | ||
| 236 | - def _load_dataset_from_hbase(self, table='ImgCV'): | ||
| 237 | - pass | ||
| 238 | - | ||
| 239 | - | ||
| 240 | - def _model_svm_train_sk(self, X, Y): | ||
| 241 | - timer = Timer() | ||
| 242 | - timer.mark() | ||
| 243 | - lin_clf = svm.LinearSVC() | ||
| 244 | - lin_clf.fit(X, Y) | ||
| 245 | - with open('res/tmp.model', 'wb') as modelfile: | ||
| 246 | - model = pickle.dump(lin_clf, modelfile) | ||
| 247 | - | ||
| 248 | - timer.report() | ||
| 249 | - | ||
| 250 | - self.svm = 'sk' | ||
| 251 | - self.model = lin_clf | ||
| 252 | - | ||
| 253 | - return lin_clf | ||
| 254 | - | ||
| 255 | - def _model_svm_predict_sk(self, image, clf=None): | ||
| 256 | - if clf is None: | ||
| 257 | - if self.svm == 'sk' and self.model != None: | ||
| 258 | - clf = self.model | ||
| 259 | - else: | ||
| 260 | - with open('res/tmp.model', 'rb') as modelfile: | ||
| 261 | - clf = pickle.load(modelfile) | ||
| 262 | - | ||
| 263 | - im = mjpeg.Jpeg(image, key=sample_key) | ||
| 264 | - ciq = im.coef_arrays[mjpeg.colorMap['Y']] | ||
| 265 | - tpm = self.get_trans_prob_mat(ciq) | ||
| 266 | - | ||
| 267 | - return clf.predict(tpm) | ||
| 268 | - | ||
| 269 | - | ||
| 270 | - def _model_svm_train_cv(self, X, Y): | ||
| 271 | - svm_params = dict(kernel_type=cv2.SVM_LINEAR, | ||
| 272 | - svm_type=cv2.SVM_C_SVC, | ||
| 273 | - C=2.67, gamma=5.383) | ||
| 274 | - | ||
| 275 | - timer = Timer() | ||
| 276 | - timer.mark() | ||
| 277 | - svm = cv2.SVM() | ||
| 278 | - svm.train(X, Y, params=svm_params) | ||
| 279 | - svm.save('res/svm_data.model') | ||
| 280 | - | ||
| 281 | - self.svm = 'cv' | ||
| 282 | - self.model = svm | ||
| 283 | - | ||
| 284 | - return svm | ||
| 285 | - | ||
| 286 | - def _model_svm_predict_cv(self, image, svm=None): | ||
| 287 | - if svm is None: | ||
| 288 | - if self.svm == 'cv' and self.model != None: | ||
| 289 | - clf = self.model | ||
| 290 | - else: | ||
| 291 | - svm = cv2.SVM() | ||
| 292 | - svm.load('res/svm_data.model') | ||
| 293 | - | ||
| 294 | - im = mjpeg.Jpeg(image, key=sample_key) | ||
| 295 | - ciq = im.coef_arrays[mjpeg.colorMap['Y']] | ||
| 296 | - tpm = self.get_trans_prob_mat(ciq) | ||
| 297 | - | ||
| 298 | - return svm.predict(tpm) | ||
| 299 | - | ||
| 300 | - def train_svm(self): | ||
| 301 | - X, Y = self.load_dataset('local', 'images_map_Train.tsv') | ||
| 302 | - return self._model_svm_train_sk(X, Y) | ||
| 303 | - | ||
| 304 | - def predict_svm(self, image): | ||
| 305 | - return self._model_svm_predict_sk(image) | ||
| 306 | - | ||
| 307 | - | ||
| 308 | - | ||
| 309 | - | ||
| 310 | 184 |
test/test_data.py
| @@ -65,16 +65,16 @@ def test_ILSVRC_S(): | @@ -65,16 +65,16 @@ def test_ILSVRC_S(): | ||
| 65 | 65 | ||
| 66 | 66 | ||
| 67 | dils = ILSVRC_S.DataILSVRC_S(base_dir='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val', category='Train_2') | 67 | dils = ILSVRC_S.DataILSVRC_S(base_dir='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val', category='Train_2') |
| 68 | - | 68 | + # |
| 69 | # dils._extract_data(mode='hbase', writeback=True) | 69 | # dils._extract_data(mode='hbase', writeback=True) |
| 70 | - # dils._embed_data(mode='hbase', rate=0.1, readforward=True, writeback=True) | ||
| 71 | - # dils._extract_feat( mode='hbase', feattype='ibd', readforward=True, writeback=True) | 70 | + # dils._embed_data(mode='hbase', rate=0.1, readforward=True, writeback=False) |
| 71 | + # dils._extract_feat( mode='hbase', feattype='ibd', readforward=False, writeback=False) | ||
| 72 | 72 | ||
| 73 | # dils.format() | 73 | # dils.format() |
| 74 | 74 | ||
| 75 | - dils._extract_data(mode='spark', writeback=True) | ||
| 76 | - | ||
| 77 | - | 75 | + # dils._extract_data(mode='spark', writeback=True) |
| 76 | + dils._embed_data(mode='spark', rate=0.1, readforward=True, writeback=True) | ||
| 77 | + # dils._extract_feat( mode='spark', feattype='ibd', readforward=False, writeback=False) | ||
| 78 | 78 | ||
| 79 | 79 | ||
| 80 | if __name__ == '__main__': | 80 | if __name__ == '__main__': |