Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: Implementations relate to automatic response suggestions to images included in received messages. In some implementations, a computer-implemented method includes detecting an image posted within a first message by a first user, and programmatically analyzing the image to determine a feature vector representative of the image. The method programmatically generates one or more suggested responses to the first message based on the feature vector, each suggested response being a conversational reply to the first message. Generating the suggested responses includes determining probabilities associated with word sequences for the feature vector using a model trained with previous responses to previous images, and selecting one or more of the word sequences based on the associated probabilities. The suggested responses are determined based on the selected word sequences. The method causes the suggested responses to be rendered in the messaging application as one or more suggestions to a second user.

Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: Implementations relate to automatic response suggestions to images included in received messages. In some implementations, a computer-implemented method includes detecting an image posted within a first message by a first user, and programmatically analyzing the image to determine a feature vector representative of the image. The method programmatically generates one or more suggested responses to the first message based on the feature vector, each suggested response being a conversational reply to the first message. Generating the suggested responses includes determining probabilities associated with word sequences for the feature vector using a model trained with previous responses to previous images, and selecting one or more of the word sequences based on the associated probabilities. The suggested responses are determined based on the selected word sequences. The method causes the suggested responses to be rendered in the messaging application as one or more suggestions to a second user.

Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: Implementations relate to automatic response suggestions based on images received in messaging applications. In some implementations, a computer-executed method includes detecting a first image included within a first message received at a second device over a communication network from a first device of a first user, and programmatically analyzing the first image to extract a first image content. The method includes retrieving a first semantic concept associated with the first image content, programmatically generating a suggested response to the first message based on the first semantic concept, and transmitting instructions causing rendering of the suggested response in the messaging application as a suggestion to a second user of the second device.

Abstract: A system and method for isolating one or more code changes which are suspected of causing a code failure are disclosed. An example system may include a backend, a frontend, and a datastore. A list of changes to a codebase may be received along with a list of test targets in the codebase that are failing and a snapshot of the codebase at the time when one or more of the codebase's tests started failing. A heuristic may be used to find the code changes causing the one or more code failures.