Zzh-tju / DIoU-SSD-pytorch

Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression (AAAI 2020)
GNU General Public License v3.0
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How to runn this code on google colab? #26

Closed dikshaaswal closed 4 years ago

dikshaaswal commented 4 years ago

VOC 16551 train Inside train and loss type is : Ciou 2 Cfg['work name'] SSD300_VOC_FPN_GIOU Here, inside visdom Setting up a new session... Exception in user code:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 159, in _new_conn (self._dns_host, self.port), self.timeout, **extra_kw) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 80, in create_connection raise err File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 70, in create_connection sock.connect(sa) ConnectionRefusedError: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 600, in urlopen chunked=chunked) File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 354, in _make_request conn.request(method, url, **httplib_request_kw) File "/usr/lib/python3.6/http/client.py", line 1264, in request self._send_request(method, url, body, headers, encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1310, in _send_request self.endheaders(body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1259, in endheaders self._send_output(message_body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1038, in _send_output self.send(msg) File "/usr/lib/python3.6/http/client.py", line 976, in send self.connect() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 181, in connect conn = self._new_conn() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 168, in _new_conn self, "Failed to establish a new connection: %s" % e) urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPConnection object at 0x7fbcd8a5d0f0>: Failed to establish a new connection: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 449, in send timeout=timeout File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 638, in urlopen _stacktrace=sys.exc_info()[2]) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/retry.py", line 399, in increment raise MaxRetryError(_pool, url, error or ResponseError(cause)) urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/SSD300_VOC_FPN_GIOU (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8a5d0f0>: Failed to establish a new connection: [Errno 111] Connection refused',))

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 711, in _send data=json.dumps(msg), File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 677, in _handle_post r = self.session.post(url, data=data) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 578, in post return self.request('POST', url, data=data, json=json, kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 530, in request resp = self.send(prep, send_kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 643, in send r = adapter.send(request, **kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 516, in send raise ConnectionError(e, request=request) requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/SSD300_VOC_FPN_GIOU (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8a5d0f0>: Failed to establish a new connection: [Errno 111] Connection refused',)) [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address Visdom python client failed to establish socket to get messages from the server. This feature is optional and can be disabled by initializing Visdom with use_incoming_socket=False, which will prevent waiting for this request to timeout. Exception in user code:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 159, in _new_conn (self._dns_host, self.port), self.timeout, **extra_kw) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 80, in create_connection raise err File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 70, in create_connection sock.connect(sa) ConnectionRefusedError: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 600, in urlopen chunked=chunked) File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 354, in _make_request conn.request(method, url, **httplib_request_kw) File "/usr/lib/python3.6/http/client.py", line 1264, in request self._send_request(method, url, body, headers, encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1310, in _send_request self.endheaders(body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1259, in endheaders self._send_output(message_body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1038, in _send_output self.send(msg) File "/usr/lib/python3.6/http/client.py", line 976, in send self.connect() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 181, in connect conn = self._new_conn() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 168, in _new_conn self, "Failed to establish a new connection: %s" % e) urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPConnection object at 0x7fbcd8a5d6a0>: Failed to establish a new connection: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 449, in send timeout=timeout File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 638, in urlopen _stacktrace=sys.exc_info()[2]) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/retry.py", line 399, in increment raise MaxRetryError(_pool, url, error or ResponseError(cause)) urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /events (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8a5d6a0>: Failed to establish a new connection: [Errno 111] Connection refused',))

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 711, in _send data=json.dumps(msg), File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 677, in _handle_post r = self.session.post(url, data=data) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 578, in post return self.request('POST', url, data=data, json=json, kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 530, in request resp = self.send(prep, send_kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 643, in send r = adapter.send(request, **kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 516, in send raise ConnectionError(e, request=request) requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /events (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8a5d6a0>: Failed to establish a new connection: [Errno 111] Connection refused',)) Exception in user code:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 159, in _new_conn (self._dns_host, self.port), self.timeout, **extra_kw) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 80, in create_connection raise err File "/usr/local/lib/python3.6/dist-packages/urllib3/util/connection.py", line 70, in create_connection sock.connect(sa) ConnectionRefusedError: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 600, in urlopen chunked=chunked) File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 354, in _make_request conn.request(method, url, **httplib_request_kw) File "/usr/lib/python3.6/http/client.py", line 1264, in request self._send_request(method, url, body, headers, encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1310, in _send_request self.endheaders(body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1259, in endheaders self._send_output(message_body, encode_chunked=encode_chunked) File "/usr/lib/python3.6/http/client.py", line 1038, in _send_output self.send(msg) File "/usr/lib/python3.6/http/client.py", line 976, in send self.connect() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 181, in connect conn = self._new_conn() File "/usr/local/lib/python3.6/dist-packages/urllib3/connection.py", line 168, in _new_conn self, "Failed to establish a new connection: %s" % e) urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPConnection object at 0x7fbcd8cfc940>: Failed to establish a new connection: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 449, in send timeout=timeout File "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py", line 638, in urlopen _stacktrace=sys.exc_info()[2]) File "/usr/local/lib/python3.6/dist-packages/urllib3/util/retry.py", line 399, in increment raise MaxRetryError(_pool, url, error or ResponseError(cause)) urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /events (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8cfc940>: Failed to establish a new connection: [Errno 111] Connection refused',))

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 711, in _send data=json.dumps(msg), File "/usr/local/lib/python3.6/dist-packages/visdom/init.py", line 677, in _handle_post r = self.session.post(url, data=data) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 578, in post return self.request('POST', url, data=data, json=json, kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 530, in request resp = self.send(prep, send_kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/sessions.py", line 643, in send r = adapter.send(request, **kwargs) File "/usr/local/lib/python3.6/dist-packages/requests/adapters.py", line 516, in send raise ConnectionError(e, request=request) requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /events (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fbcd8cfc940>: Failed to establish a new connection: [Errno 111] Connection refused',)) ....getting out of it Training SSD on: VOC0712 517 iteration: 0 0it [00:00, ?it/s][Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address iteration: 1 1it [00:23, 23.26s/it][Errno 99] Cannot assign requested address iteration: 2 [Errno 99] Cannot assign requested address 2it [00:27, 17.65s/it]iteration: 3 3it [00:29, 12.82s/it]iteration: 4 [Errno 99] Cannot assign requested address 4it [00:30, 9.43s/it][Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address [Errno 99] Cannot assign requested address iteration: 5 [Errno 99] Cannot assign requested address

How to resolve it?

Zzh-tju commented 4 years ago

You just replace loss functions in specific place. Nothing else needs to be changed.

dikshaaswal commented 4 years ago

@Zzh-tju Please elaborate. I am not able to fix it .

Zzh-tju commented 4 years ago

If you are asking about a specific project, please forgive me for not being able to help. This repo only provides the code in our paper as an example of usage.

For any other detection pipelines, D/CIoU loss can be an alternative for bbox regression loss. And Cluster-NMS along with its variants for post-processing.

best regards

dikshaaswal commented 4 years ago

I have solved the issue. Thanks for replying 👍