dev

app.py

@@ -292,20 +292,20 @@ def run_train(dataset_name, hub_id, api_key, num_epochs, batch_size, lr, grad):
             elif 'encoder.block.0.layer.0.DenseReluDense.wo.weight' in name:  # Another example layer
                 torch.nn.init.kaiming_normal_(param.data)  # Kaiming initialization
     
-    config = AutoConfig.from_pretrained("shorecode/t5-efficient-tiny-nh8-summarizer")
+    config = AutoConfig.from_pretrained("google/t5-efficient-tiny-nh8")
     model = AutoModelForSeq2SeqLM.from_config(config)
     initialize_weights(model)
     lora_config = LoraConfig(
-        r=16,  # Rank of the low-rank adaptation
-        lora_alpha=32,  # Scaling factor
+        r=4,  # Rank of the low-rank adaptation
+        lora_alpha=8,  # Scaling factor
         lora_dropout=0.1,  # Dropout for LoRA layers
         bias="none"  # Bias handling
     )
-    #model = get_peft_model(model, lora_config)
+    model = get_peft_model(model, lora_config)
     result = fine_tune_model(model, dataset_name, hub_id, api_key, num_epochs, batch_size, lr, grad)    
     return result
 
-
+'''
 try:
     iface = gr.Interface(
         fn=test,
@@ -344,4 +344,3 @@ try:
     iface.launch()    
 except Exception as e:
     print(f"An error occurred: {str(e)}, TB: {traceback.format_exc()}")
-'''

gradio-3.wpu

@@ -27,37 +27,7 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
                                 'code-line': '',
                                 'first-line': 0,
                                 'folded-linenos': [],
-                                'history': {None: ["sorted(['checkpoint-200', 'checkpoint-1000', 'checkpoint-800'])\n",
-        "['checkpoint-200', 'checkpoint-1000', 'checkpoint-800'].sort\n",
-        "['checkpoint-200', 'checkpoint-1000', 'checkpoint-800'].sort()\n",
-        "print(['checkpoint-200', 'checkpoint-1000', 'checkpoint-800'].sort())\n",
-        'import glob\n',
-        'import os\n',
-        "previous_checkpoints = sorted(glob.glob('src'), key=os.path.getmtime)\n",
-        "previous_checkpoints = sorted(glob.glob('.'), key=os.path.getmtime)\n",
-        "previous_checkpoints = sorted(glob.glob('/'), key=os.path.getmtime)\n",
-        "glob.glob('.')\n",
-        "glob.glob('.', recursive=True)\n",
-        "glob.glob('.', recursive=True, root_dir='.')\n",
-        "glob.glob('*', recursive=True, root_dir='.')\n",
-        "glob.glob('*', recursive=True)\n",
-        "glob.glob('*')\n",
-        "glob.glob('t*')\n",
-        "os.path.dirname('/home/kevin/kevin.x')\n",
-        "previous_checkpoints = sorted(glob.glob('*'), key=os.path.getmtime)\n",
-        "previous_checkpoints = sorted(glob.glob('src/*'), key=os.path.getmtime)\n",
-        "d=['checkpoint-200', 'checkpoint-1000', 'checkpoint-800']\n",
-        'previous_checkpoints = sorted(glob.glob(d),)\n',
-        "'checkpoint-200'.find('-')\n",
-        "'checkpoint-200'[10]\n",
-        "'checkpoint-200'[11]\n",
-        "def get_checkpoint_int(s):\n            int_index = s.find('-')\n            return int(s[int_index+1])\n\n",
-        'get_checkpoint_int(d[0])\n',
-        "def get_checkpoint_int(s):\n            int_index = s.find('-')\n            return int(s[int_index+1:])\n\n",
-        'previous_checkpoints = sorted(d, key=get_checkpoint_int)\n',
-        'previous_checkpoints = sorted(d, key=get_checkpoint_int, reverse=True)\n',
-        'previous_checkpoints[-2]\n',
-        'previous_checkpoints\n']},
+                                'history': {},
                                 'launch-id': None,
                                 'sel-line': 2,
                                 'sel-line-start': 128,
@@ -268,10 +238,10 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
         'top-node': [('generic attribute',
                       loc('../tidal_slides_com/tests/unit/test_ts_util.py'),
                       'mock_get_token')]},
-        loc('unknown:<untitled> #2'): {'expanded-nodes': [],
+        loc('unknown:<untitled> #1'): {'expanded-nodes': [],
                                        'selected-nodes': [],
                                        'top-node': [('generic attribute',
-        loc('unknown:<untitled> #3'),
+        loc('unknown:<untitled> #2'),
         'r')]}},
                                 'browse_mode': 'Current Module',
                                 'follow-selection': False,
@@ -302,7 +272,7 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
                  'primary_view_state': {'area': 'wide',
         'constraint': None,
         'current_pages': [2,
-                          1],
+                          2],
         'notebook_display': 'normal',
         'notebook_percent': 0.28547008547008546,
         'override_title': None,
@@ -455,222 +425,178 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
                       'wide',
                       1,
                       {})],
-        'primary_view_state': {'editor_states': ({'bookmarks': ([[loc('app.py'),
-        {'attrib-starts': [('fine_tune_model|0|',
-                            30)],
-         'code-line': "                print(os.listdir('/data/results'))\n",
-         'first-line': 228,
+        'primary_view_state': {'editor_states': ({'bookmarks': ([[loc('../../envs/gradio-3/lib/python3.12/site-packages/selenium/webdriver/remote/errorhandler.py'),
+        {'attrib-starts': [('ErrorHandler|0|',
+                            140),
+                           ('ErrorHandler|0|.check_response|0|',
+                            143)],
+         'code-line': '        raise exception_class(message, screen, stacktrace)\n',
+         'first-line': 218,
          'folded-linenos': [],
-         'sel-line': 234,
-         'sel-line-start': 10995,
-         'selection_end': 11045,
-         'selection_start': 11045,
+         'sel-line': 231,
+         'sel-line-start': 10605,
+         'selection_end': 10605,
+         'selection_start': 10605,
          'zoom': 0},
-        1733820110.295894],
-        [loc('app.py'),
-         {'attrib-starts': [('fine_tune_model|0|',
-                             30)],
-          'code-line': '        print(f\'ROOTDIR: {os.listdir("/data/results")}\')\n',
-          'first-line': 228,
+        1733883833.4841597],
+        [loc('selenium_click.py'),
+         {'attrib-starts': [],
+          'code-line': "    text_areas = driver.find_elements(By.TAG_NAME, 'textarea')\n",
+          'first-line': 11,
           'folded-linenos': [],
-          'sel-line': 231,
-          'sel-line-start': 10856,
-          'selection_end': 10893,
-          'selection_start': 10893,
+          'sel-line': 21,
+          'sel-line-start': 771,
+          'selection_end': 833,
+          'selection_start': 833,
           'zoom': 0},
-         1733827087.3649247],
+         1733883947.2524962],
         [loc('app.py'),
-         {'attrib-starts': [('fine_tune_model|0|',
-                             30)],
-          'code-line': '        print(f\'ROOTDIR: {os.listdir("/data/results")}\')\n',
-          'first-line': 159,
+         {'attrib-starts': [],
+          'code-line': 'import spaces\n',
+          'first-line': 0,
           'folded-linenos': [],
-          'sel-line': 231,
-          'sel-line-start': 10856,
-          'selection_end': 10893,
-          'selection_start': 10893,
+          'sel-line': 0,
+          'sel-line-start': 0,
+          'selection_end': 0,
+          'selection_start': 0,
           'zoom': 0},
-         1733827099.400229],
+         1733883957.4314425],
         [loc('app.py'),
          {'attrib-starts': [('fine_tune_model|0|',
                              30)],
-          'code-line': '            logging_steps=200,\n',
-          'first-line': 72,
+          'code-line': "                    os.remove(os.path.join('/data/results', check))\n",
+          'first-line': 240,
           'folded-linenos': [],
-          'sel-line': 84,
-          'sel-line-start': 3389,
-          'selection_end': 3416,
-          'selection_start': 3416,
+          'sel-line': 252,
+          'sel-line-start': 11667,
+          'selection_end': 11734,
+          'selection_start': 11734,
           'zoom': 0},
-         1733827130.3357885],
+         1733884182.266322],
         [loc('app.py'),
-         {'attrib-starts': [('fine_tune_model|0|',
-                             30)],
-          'code-line': "            previous_checkpoints = sorted(glob.glob(os.path.join(os.path.dirname(checkpoint_dir), 'checkpoint-*')), key=os.path.getmtime)\n",
-          'first-line': 231,
+         {'attrib-starts': [],
+          'code-line': '@spaces.GPU\n',
+          'first-line': 261,
           'folded-linenos': [],
-          'sel-line': 244,
-          'sel-line-start': 11475,
-          'selection_end': 11555,
-          'selection_start': 11555,
+          'sel-line': 269,
+          'sel-line-start': 12530,
+          'selection_end': 12541,
+          'selection_start': 12541,
           'zoom': 0},
-         1733881654.3978486],
-        [loc('../../../../usr/lib/python3.12/posixpath.py'),
-         {'attrib-starts': [('_joinrealpath|0|',
-                             439)],
-          'code-line': '            st = os.lstat(newpath)\n',
-          'first-line': 454,
+         1733888916.495776],
+        [loc('app.py'),
+         {'attrib-starts': [],
+          'code-line': '        description="This interface allows you to test shorecode/t5-efficient-tiny-nh8-summarizer."\n',
+          'first-line': 301,
           'folded-linenos': [],
-          'sel-line': 469,
-          'sel-line-start': 14128,
-          'selection_end': 14128,
-          'selection_start': 14128,
+          'sel-line': 316,
+          'sel-line-start': 14328,
+          'selection_end': 14425,
+          'selection_start': 14393,
           'zoom': 0},
-         1733881656.3022408],
-        [loc('../../../../usr/lib/python3.12/posixpath.py'),
-         {'attrib-starts': [('split|0|',
-                             99)],
-          'code-line': '    p = os.fspath(p)\n',
-          'first-line': 97,
+         1733889109.1047828],
+        [loc('app.py'),
+         {'attrib-starts': [],
+          'code-line': '        ],\n',
+          'first-line': 301,
           'folded-linenos': [],
-          'sel-line': 102,
-          'sel-line-start': 3425,
-          'selection_end': 3425,
-          'selection_start': 3425,
+          'sel-line': 313,
+          'sel-line-start': 14201,
+          'selection_end': 14201,
+          'selection_start': 14201,
           'zoom': 0},
-         1733881665.7618647],
+         1733889187.7480035],
         [loc('app.py'),
-         {'attrib-starts': [('fine_tune_model|0|',
-                             30)],
-          'code-line': '                    print(f"Loading previous checkpoint: {check}")\n',
-          'first-line': 237,
+         {'attrib-starts': [],
+          'code-line': 'except Exception as e:\n',
+          'first-line': 325,
           'folded-linenos': [],
-          'sel-line': 252,
-          'sel-line-start': 11695,
-          'selection_end': 11758,
-          'selection_start': 11758,
+          'sel-line': 344,
+          'sel-line-start': 15456,
+          'selection_end': 15478,
+          'selection_start': 15478,
           'zoom': 0},
-         1733882358.8127315],
-        [loc('../tidal_slides_com/src/util/ts_util.py'),
+         1733889189.8301165],
+        [loc('app.py'),
          {'attrib-starts': [],
-          'code-line': 'async def verify_transaction(transaction_id: int):\n',
-          'first-line': 120,
+          'code-line': "'''",
+          'first-line': 325,
           'folded-linenos': [],
-          'sel-line': 59,
-          'sel-line-start': 1389,
-          'selection_end': 1417,
-          'selection_start': 1399,
+          'sel-line': 346,
+          'sel-line-start': 15551,
+          'selection_end': 15554,
+          'selection_start': 15554,
           'zoom': 0},
-         1733882383.6024365],
-        [loc('selenium_click.py'),
+         1733889294.4289477],
+        [loc('app.py'),
          {'attrib-starts': [],
-          'code-line': '\n',
-          'first-line': 0,
+          'code-line': 'def test(text):\n',
+          'first-line': 268,
           'folded-linenos': [],
-          'sel-line': 0,
-          'sel-line-start': 0,
-          'selection_end': 0,
-          'selection_start': 0,
+          'sel-line': 269,
+          'sel-line-start': 12530,
+          'selection_end': 12530,
+          'selection_start': 12530,
           'zoom': 0},
-         1733882429.9050066],
-        [loc('../../.wingpro10/updates/from_10.0.3.0/10.0.4.5/doc/TOC'),
-         {'displayed-index': -1,
-          'viewer-state': {'history': [-1,
-                                       0],
-                           'history-pos': 0,
-                           'index': -1,
-                           'top': 0,
-                           'top-left-pos': 0}},
-         1733882459.832084],
-        [loc('selenium_click.py'),
+         1733889581.404085],
+        [loc('app.py'),
          {'attrib-starts': [],
-          'code-line': '    \n',
-          'first-line': 18,
+          'code-line': 'def test(text):\n',
+          'first-line': 295,
           'folded-linenos': [],
-          'sel-line': 18,
-          'sel-line-start': 611,
-          'selection_end': 615,
-          'selection_start': 615,
+          'sel-line': 269,
+          'sel-line-start': 12530,
+          'selection_end': 12530,
+          'selection_start': 12530,
           'zoom': 0},
-         1733883001.3479598],
-        [loc('../../envs/gradio-3/lib/python3.12/site-packages/selenium/webdriver/remote/errorhandler.py'),
-         {'attrib-starts': [('ErrorHandler|0|',
-                             140),
-                            ('ErrorHandler|0|.check_response|0|',
-                             143)],
-          'code-line': '        raise exception_class(message, screen, stacktrace)\n',
-          'first-line': 209,
+         1733889584.5569227],
+        [loc('app.py'),
+         {'attrib-starts': [],
+          'code-line': "'''\n",
+          'first-line': 292,
           'folded-linenos': [],
-          'sel-line': 231,
-          'sel-line-start': 10605,
-          'selection_end': 10605,
-          'selection_start': 10605,
+          'sel-line': 307,
+          'sel-line-start': 14083,
+          'selection_end': 14086,
+          'selection_start': 14086,
           'zoom': 0},
-         1733883008.4021084],
-        [loc('selenium_click.py'),
+         1733889937.3925433],
+        [loc('app.py'),
          {'attrib-starts': [],
-          'code-line': 'from selenium.webdriver.support.ui import WebDriverWait\n',
-          'first-line': 0,
+          'code-line': '',
+          'first-line': 340,
           'folded-linenos': [],
-          'sel-line': 5,
-          'sel-line-start': 189,
-          'selection_end': 189,
-          'selection_start': 189,
+          'sel-line': 346,
+          'sel-line-start': 15554,
+          'selection_end': 15554,
+          'selection_start': 15554,
           'zoom': 0},
-         1733883673.3276145],
-        [loc('../../envs/gradio-3/lib/python3.12/site-packages/selenium/webdriver/support/wait.py'),
-         {'attrib-starts': [('WebDriverWait|0|',
-                             38),
-                            ('WebDriverWait|0|.until|0|',
-                             80)],
-          'code-line': '        raise TimeoutException(message, screen, stacktrace)\n',
-          'first-line': 82,
+         1733889940.8484015],
+        [loc('app.py'),
+         {'attrib-starts': [],
+          'code-line': 'def test(text):\n',
+          'first-line': 268,
           'folded-linenos': [],
-          'sel-line': 104,
-          'sel-line-start': 4266,
-          'selection_end': 4266,
-          'selection_start': 4266,
+          'sel-line': 270,
+          'sel-line-start': 12542,
+          'selection_end': 12962,
+          'selection_start': 12542,
           'zoom': 0},
-         1733883678.831193],
+         1733889952.5545285],
         [loc('selenium_click.py'),
          {'attrib-starts': [],
-          'code-line': '    WebDriverWait(driver, 30).until(\n',
+          'code-line': 'print',
           'first-line': 0,
           'folded-linenos': [],
           'sel-line': 14,
-          'sel-line-start': 438,
-          'selection_end': 466,
-          'selection_start': 466,
-          'zoom': 0},
-         1733883831.5308323],
-        [loc('../../envs/gradio-3/lib/python3.12/site-packages/selenium/webdriver/remote/errorhandler.py'),
-         {'attrib-starts': [('ErrorHandler|0|',
-                             140),
-                            ('ErrorHandler|0|.check_response|0|',
-                             143)],
-          'code-line': '        raise exception_class(message, screen, stacktrace)\n',
-          'first-line': 218,
-          'folded-linenos': [],
-          'sel-line': 231,
-          'sel-line-start': 10605,
-          'selection_end': 10605,
-          'selection_start': 10605,
+          'sel-line-start': 421,
+          'selection_end': 426,
+          'selection_start': 426,
           'zoom': 0},
-         1733883833.4841597],
+         1733889960.5871687],
         [loc('selenium_click.py'),
          {'attrib-starts': [],
-          'code-line': "    text_areas = driver.find_elements(By.TAG_NAME, 'textarea')\n",
-          'first-line': 11,
-          'folded-linenos': [],
-          'sel-line': 21,
-          'sel-line-start': 771,
-          'selection_end': 833,
-          'selection_start': 833,
-          'zoom': 0},
-         1733883947.2524962],
-        [loc('app.py'),
-         {'attrib-starts': [],
-          'code-line': 'import spaces\n',
+          'code-line': 'import transformers\n',
           'first-line': 0,
           'folded-linenos': [],
           'sel-line': 0,
@@ -678,48 +604,82 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
           'selection_end': 0,
           'selection_start': 0,
           'zoom': 0},
-         1733883957.4314425],
-        [loc('app.py'),
-         {'attrib-starts': [('fine_tune_model|0|',
-                             30)],
-          'code-line': "                    os.remove(os.path.join('/data/results', check))\n",
-          'first-line': 240,
+         1733890178.8795424],
+        [loc('../../envs/gradio-3/lib/python3.12/site-packages/transformers/pipelines/base.py'),
+         {'attrib-starts': [('infer_framework_load_model|0|',
+                             205)],
+          'code-line': '        raise RuntimeError(\n',
+          'first-line': 217,
           'folded-linenos': [],
-          'sel-line': 252,
-          'sel-line-start': 11667,
-          'selection_end': 11734,
-          'selection_start': 11734,
+          'sel-line': 239,
+          'sel-line-start': 9148,
+          'selection_end': 9148,
+          'selection_start': 9148,
+          'zoom': 0},
+         1733890192.0519993],
+        [loc('selenium_click.py'),
+         {'attrib-starts': [],
+          'code-line': 'def test(text):    \n',
+          'first-line': 0,
+          'folded-linenos': [],
+          'sel-line': 2,
+          'sel-line-start': 35,
+          'selection_end': 50,
+          'selection_start': 50,
+          'zoom': 0},
+         1733890223.0760849],
+        [loc('../../envs/gradio-3/lib/python3.12/site-packages/transformers/pipelines/base.py'),
+         {'attrib-starts': [('infer_framework_load_model|0|',
+                             205)],
+          'code-line': '        raise RuntimeError(\n',
+          'first-line': 226,
+          'folded-linenos': [],
+          'sel-line': 239,
+          'sel-line-start': 9148,
+          'selection_end': 9148,
+          'selection_start': 9148,
+          'zoom': 0},
+         1733890299.157337],
+        [loc('selenium_click.py'),
+         {'attrib-starts': [],
+          'code-line': 'def test(text):    \n',
+          'first-line': 0,
+          'folded-linenos': [],
+          'sel-line': 2,
+          'sel-line-start': 35,
+          'selection_end': 50,
+          'selection_start': 50,
           'zoom': 0},
-         1733884182.266322]],
+         1733890425.432772]],
         20),
-        'current-loc': loc('selenium_click.py'),
+        'current-loc': loc('app.py'),
         'editor-state-list': [(loc('app.py'),
-                               {'attrib-starts': [('fine_tune_model|0|',
-        30)],
-                                'code-line': "                    os.remove(os.path.join('/data/results', check))\n",
-                                'first-line': 240,
+                               {'attrib-starts': [('run_train|0|',
+        286)],
+                                'code-line': '    config = AutoConfig.from_pretrained("google/t5-efficient-tiny-nh8")\n',
+                                'first-line': 273,
                                 'folded-linenos': [],
-                                'sel-line': 252,
-                                'sel-line-start': 11667,
-                                'selection_end': 11734,
-                                'selection_start': 11734,
+                                'sel-line': 294,
+                                'sel-line-start': 13525,
+                                'selection_end': 13594,
+                                'selection_start': 13566,
                                 'zoom': 0}),
                               (loc('selenium_click.py'),
                                {'attrib-starts': [],
-                                'code-line': '    \n',
-                                'first-line': 9,
+                                'code-line': 'def test(text):    \n',
+                                'first-line': 0,
                                 'folded-linenos': [],
-                                'sel-line': 23,
-                                'sel-line-start': 835,
-                                'selection_end': 835,
-                                'selection_start': 835,
+                                'sel-line': 2,
+                                'sel-line-start': 35,
+                                'selection_end': 50,
+                                'selection_start': 50,
                                 'zoom': 0})],
-        'has-focus': False,
+        'has-focus': True,
         'locked': False},
         [loc('app.py'),
          loc('selenium_click.py')]),
-                               'open_files': ['app.py',
-        'selenium_click.py']},
+                               'open_files': ['selenium_click.py',
+        'app.py']},
         'saved_notebook_display': None,
         'split_percents': {0: 0.4410585404971933,
                            1: 0.5,
@@ -727,8 +687,8 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
         'splits': 2,
         'tab_location': 'top',
         'traversal_pos': ((1,
-                           1),
-                          1733884739.5002303),
+                           2),
+                          1733890264.8827372),
         'user_data': {}},
                  'saved_notebook_display': None,
                  'split_percents': {0: 0.49743589743589745},
@@ -736,14 +696,14 @@ guimgr.overall-gui-state = {'windowing-policy': 'combined-window',
                  'tab_location': 'left',
                  'traversal_pos': ((1,
                                     0),
-                                   1733884739.4044967),
+                                   1733890261.2293193),
                  'user_data': {}},
         'window-alloc': (0,
                          0,
                          1920,
-                         793)}]}
-guimgr.recent-documents = [loc('selenium_click.py'),
-                           loc('app.py')]
+                         808)}]}
+guimgr.recent-documents = [loc('app.py'),
+                           loc('selenium_click.py')]
 guimgr.visual-state = {loc('../../envs/gradio-3/lib/python3.12/site-packages/selenium/webdriver/remote/errorhandler.py'): {'attrib-starts': [('ErrorHandler|0|',
         140),
         ('ErrorHandler|0|.check_response|0|',
@@ -767,6 +727,16 @@ guimgr.visual-state = {loc('../../envs/gradio-3/lib/python3.12/site-packages/sel
         'sel-line-start': 4266,
         'selection_end': 4266,
         'selection_start': 4266,
+        'zoom': 0},
+                       loc('../../envs/gradio-3/lib/python3.12/site-packages/transformers/pipelines/base.py'): {'attrib-starts': [('infer_framework_load_model|0|',
+        205)],
+        'code-line': '        raise RuntimeError(\n',
+        'first-line': 226,
+        'folded-linenos': [],
+        'sel-line': 239,
+        'sel-line-start': 9148,
+        'selection_end': 9148,
+        'selection_start': 9148,
         'zoom': 0},
                        loc('gradio-3.wpr'): {'attrib-starts': [],
         'code-line': '#!wing\n',

selenium_click.py

@@ -0,0 +1,22 @@
+from transformers import pipeline
+
+def test(text):    
+    model_name = 'shorecode/t5-efficient-tiny-nh8-summarizer'
+    summarizer = pipeline(
+        "summarization",
+        model=model_name,
+        tokenizer=model_name,
+        clean_up_tokenization_spaces=True, 
+    )        
+    
+    max_length = 500
+    summary = summarizer(text, max_length=max_length, min_length=40, no_repeat_ngram_size=2)
+    return summary
+
+from pprint import pprint as pp
+
+
+pp(test(''' Shorecode is a leading professional software development and IT service provider.
+Our objective is to provide our clients with valuable tools to improve workflows with AI, automation or other techniques. We create impressive state-of-the-art data manipulation and automation tools. At your request, your software solution interface will be implemented as a GUI (Graphical User Interface), webpage, as a chat-bot (Telegram, Discord, etc.) or any other interface requirements you have. For those that are at ease with using a command line interface, we can skip the bells and whistles.
+When you choose to enlist our services, we will meet the expectation that your request will be completed with regular progress updates. We take pride in developing turn-key solutions that are intuitive.
+The code that we write will always be maintainable and well documented according to industry standards. Any bugs arising from defects in our workmanship are covered under warranty. We strive to provide a solution with long-term value to our clients.'''))