Compare commits
2 Commits
3c05395ddf
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e874e3c785
| Author | SHA1 | Date | |
|---|---|---|---|
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e874e3c785 | ||
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53256cdc42 |
3
.gitignore
vendored
3
.gitignore
vendored
@@ -3,4 +3,5 @@ node_modules/
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package-lock.json
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*.bak
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*.log
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*._.*
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*._.*
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.generations/
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@@ -1,6 +1,6 @@
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const { submitImagePromptTransaction, DALLE_COLOR } = require("../controllers/openAiController");
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const { SlashCommandBuilder } = require('discord.js');
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const { DebugBuilder } = require("../utilities/debugBuilder");
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const { submitImagePromptTransaction, DALLE_COLOR } = require("../controllers/openAiController");
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const log = new DebugBuilder("server", "imagine");
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const { EmmeliaEmbedBuilder } = require('../libUtils');
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||||
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33
commands/stability.js
Normal file
33
commands/stability.js
Normal file
@@ -0,0 +1,33 @@
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const { SlashCommandBuilder } = require('discord.js');
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const { DebugBuilder } = require("../utilities/debugBuilder");
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const log = new DebugBuilder("server", "stability");
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const { submitImageGenerationTransaction, STABILITY_COLOR } = require("../controllers/stabilityController");
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const { EmmeliaEmbedBuilder } = require('../libUtils');
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module.exports = {
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data: new SlashCommandBuilder()
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.setName('stability')
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.setDescription('Replies with your input!'),
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/*
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.addStringOption(option =>
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option.setName('input')
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.setDescription('The input to echo back')
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.setRequired(false)
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.addChoices()),
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*/
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example: "stability",
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isPrivileged: true,
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requiresTokens: false,
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defaultTokenUsage: 0,
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deferInitialReply: true,
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async execute(interaction) {
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try{
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await submitImageGenerationTransaction();
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await interaction.editReply('**Pong.**'); // TODO - Add insults as the response to this command
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}catch(err){
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log.ERROR(err)
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//await interaction.reply(err.toString());
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}
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}
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};
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71
controllers/stabilityAi/generation_grpc_pb.js
Normal file
71
controllers/stabilityAi/generation_grpc_pb.js
Normal file
@@ -0,0 +1,71 @@
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// GENERATED CODE -- DO NOT EDIT!
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'use strict';
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var grpc = require('grpc');
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var generation_pb = require('./generation_pb.js');
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var google_protobuf_struct_pb = require('google-protobuf/google/protobuf/struct_pb.js');
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var tensors_pb = require('./tensors_pb.js');
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function serialize_gooseai_Answer(arg) {
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if (!(arg instanceof generation_pb.Answer)) {
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throw new Error('Expected argument of type gooseai.Answer');
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}
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return Buffer.from(arg.serializeBinary());
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}
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function deserialize_gooseai_Answer(buffer_arg) {
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return generation_pb.Answer.deserializeBinary(new Uint8Array(buffer_arg));
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}
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function serialize_gooseai_ChainRequest(arg) {
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if (!(arg instanceof generation_pb.ChainRequest)) {
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throw new Error('Expected argument of type gooseai.ChainRequest');
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}
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return Buffer.from(arg.serializeBinary());
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}
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function deserialize_gooseai_ChainRequest(buffer_arg) {
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return generation_pb.ChainRequest.deserializeBinary(new Uint8Array(buffer_arg));
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}
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function serialize_gooseai_Request(arg) {
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if (!(arg instanceof generation_pb.Request)) {
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throw new Error('Expected argument of type gooseai.Request');
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}
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return Buffer.from(arg.serializeBinary());
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}
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function deserialize_gooseai_Request(buffer_arg) {
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return generation_pb.Request.deserializeBinary(new Uint8Array(buffer_arg));
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}
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//
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// gRPC services
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//
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var GenerationServiceService = exports.GenerationServiceService = {
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generate: {
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path: '/gooseai.GenerationService/Generate',
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requestStream: false,
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responseStream: true,
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requestType: generation_pb.Request,
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responseType: generation_pb.Answer,
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requestSerialize: serialize_gooseai_Request,
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requestDeserialize: deserialize_gooseai_Request,
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responseSerialize: serialize_gooseai_Answer,
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responseDeserialize: deserialize_gooseai_Answer,
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},
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chainGenerate: {
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path: '/gooseai.GenerationService/ChainGenerate',
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requestStream: false,
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responseStream: true,
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requestType: generation_pb.ChainRequest,
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responseType: generation_pb.Answer,
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requestSerialize: serialize_gooseai_ChainRequest,
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requestDeserialize: deserialize_gooseai_ChainRequest,
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responseSerialize: serialize_gooseai_Answer,
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responseDeserialize: deserialize_gooseai_Answer,
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},
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};
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exports.GenerationServiceClient = grpc.makeGenericClientConstructor(GenerationServiceService);
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11988
controllers/stabilityAi/generation_pb.js
Normal file
11988
controllers/stabilityAi/generation_pb.js
Normal file
File diff suppressed because it is too large
Load Diff
117
controllers/stabilityAi/generation_pb_service.js
Normal file
117
controllers/stabilityAi/generation_pb_service.js
Normal file
@@ -0,0 +1,117 @@
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// package: gooseai
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// file: generation.proto
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var generation_pb = require("./generation_pb");
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var grpc = require("@improbable-eng/grpc-web").grpc;
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var GenerationService = (function () {
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function GenerationService() {}
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GenerationService.serviceName = "gooseai.GenerationService";
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return GenerationService;
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}());
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GenerationService.Generate = {
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methodName: "Generate",
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service: GenerationService,
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requestStream: false,
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responseStream: true,
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requestType: generation_pb.Request,
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responseType: generation_pb.Answer
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};
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GenerationService.ChainGenerate = {
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methodName: "ChainGenerate",
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service: GenerationService,
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requestStream: false,
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responseStream: true,
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requestType: generation_pb.ChainRequest,
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responseType: generation_pb.Answer
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};
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exports.GenerationService = GenerationService;
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function GenerationServiceClient(serviceHost, options) {
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this.serviceHost = serviceHost;
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this.options = options || {};
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}
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GenerationServiceClient.prototype.generate = function generate(requestMessage, metadata) {
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var listeners = {
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data: [],
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end: [],
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status: []
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||||
};
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var client = grpc.invoke(GenerationService.Generate, {
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request: requestMessage,
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host: this.serviceHost,
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metadata: metadata,
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transport: this.options.transport,
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debug: this.options.debug,
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||||
onMessage: function (responseMessage) {
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||||
listeners.data.forEach(function (handler) {
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handler(responseMessage);
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||||
});
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||||
},
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||||
onEnd: function (status, statusMessage, trailers) {
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listeners.status.forEach(function (handler) {
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handler({ code: status, details: statusMessage, metadata: trailers });
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||||
});
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||||
listeners.end.forEach(function (handler) {
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||||
handler({ code: status, details: statusMessage, metadata: trailers });
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||||
});
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||||
listeners = null;
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||||
}
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||||
});
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||||
return {
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on: function (type, handler) {
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listeners[type].push(handler);
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||||
return this;
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||||
},
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||||
cancel: function () {
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listeners = null;
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||||
client.close();
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||||
}
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||||
};
|
||||
};
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||||
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GenerationServiceClient.prototype.chainGenerate = function chainGenerate(requestMessage, metadata) {
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var listeners = {
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||||
data: [],
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||||
end: [],
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||||
status: []
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||||
};
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||||
var client = grpc.invoke(GenerationService.ChainGenerate, {
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request: requestMessage,
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||||
host: this.serviceHost,
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||||
metadata: metadata,
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||||
transport: this.options.transport,
|
||||
debug: this.options.debug,
|
||||
onMessage: function (responseMessage) {
|
||||
listeners.data.forEach(function (handler) {
|
||||
handler(responseMessage);
|
||||
});
|
||||
},
|
||||
onEnd: function (status, statusMessage, trailers) {
|
||||
listeners.status.forEach(function (handler) {
|
||||
handler({ code: status, details: statusMessage, metadata: trailers });
|
||||
});
|
||||
listeners.end.forEach(function (handler) {
|
||||
handler({ code: status, details: statusMessage, metadata: trailers });
|
||||
});
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||||
listeners = null;
|
||||
}
|
||||
});
|
||||
return {
|
||||
on: function (type, handler) {
|
||||
listeners[type].push(handler);
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||||
return this;
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||||
},
|
||||
cancel: function () {
|
||||
listeners = null;
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||||
client.close();
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||||
}
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||||
};
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||||
};
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||||
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||||
exports.GenerationServiceClient = GenerationServiceClient;
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||||
|
||||
1108
controllers/stabilityAi/tensors_pb.js
Normal file
1108
controllers/stabilityAi/tensors_pb.js
Normal file
File diff suppressed because it is too large
Load Diff
60
controllers/stabilityController.js
Normal file
60
controllers/stabilityController.js
Normal file
@@ -0,0 +1,60 @@
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||||
// Debug
|
||||
const { DebugBuilder } = require("../utilities/debugBuilder");
|
||||
const log = new DebugBuilder("server", "stabilityController");
|
||||
|
||||
// Modules
|
||||
const Generation = require("./stabilityAi/generation_pb");
|
||||
const { GenerationServiceClient } = require("./stabilityAi/generation_pb_service");
|
||||
|
||||
const { grpc } = require("@improbable-eng/grpc-web");
|
||||
const GRPCWeb = grpc;
|
||||
|
||||
const { NodeHttpTransport } = require("@improbable-eng/grpc-web-node-http-transport");
|
||||
const fs = require("fs");
|
||||
const {
|
||||
buildGenerationRequest,
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executeGenerationRequest,
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onGenerationComplete,
|
||||
} = require("../utilities/stabilityHelpers");
|
||||
|
||||
// Set Global Color for this controller
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exports.STABILITY_COLOR = 0xeb34b7;
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||||
|
||||
// This is a NodeJS-specific requirement - browsers implementations should omit this line.
|
||||
GRPCWeb.setDefaultTransport(NodeHttpTransport());
|
||||
|
||||
// Authenticate using your API key, don't commit your key to a public repository!
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||||
const metadata = new GRPCWeb.Metadata();
|
||||
metadata.set("Authorization", "Bearer " + process.env.STABILITY_API_KEY);
|
||||
|
||||
// Create a generation client to use with all future requests
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const stabilityClient = new GenerationServiceClient("https://grpc.stability.ai", {});
|
||||
|
||||
exports.submitImageGenerationTransaction = async () => {
|
||||
const request = buildGenerationRequest("stable-diffusion-512-v2-1", {
|
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type: "text-to-image",
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||||
prompts: [
|
||||
{
|
||||
text: "A dream of a distant galaxy, by Caspar David Friedrich, matte painting trending on artstation HQ",
|
||||
},
|
||||
],
|
||||
width: 512,
|
||||
height: 512,
|
||||
samples: 1,
|
||||
cfgScale: 13,
|
||||
steps: 10,
|
||||
sampler: Generation.DiffusionSampler.SAMPLER_K_DPMPP_2M,
|
||||
});
|
||||
log.DEBUG("Stability request: ", request, metadata, stabilityClient);
|
||||
|
||||
executeGenerationRequest(stabilityClient, request, metadata)
|
||||
.then((response) => {
|
||||
log.DEBUG("Stability Generation response: ". response)
|
||||
onGenerationComplete(response);
|
||||
return;
|
||||
})
|
||||
.catch((error) => {
|
||||
log.ERROR("Failed to make text-to-image request:", error);
|
||||
}
|
||||
);
|
||||
}
|
||||
@@ -27,7 +27,12 @@
|
||||
"openai": "~3.1.0",
|
||||
"parse-files": "~0.1.1",
|
||||
"rss-parser": "~3.12.0",
|
||||
"user-agents": "~1.0.1303"
|
||||
"user-agents": "~1.0.1303",
|
||||
"@improbable-eng/grpc-web": "~0.15.0",
|
||||
"@improbable-eng/grpc-web-node-http-transport": "~0.15.0",
|
||||
"google-protobuf": "~3.21.2",
|
||||
"grpc": "~1.24.11",
|
||||
"typescript": "~4.9.5"
|
||||
},
|
||||
"scripts": {
|
||||
"test": "echo \"Error: no test specified\" && exit 1",
|
||||
|
||||
263
utilities/stabilityHelpers.js
Normal file
263
utilities/stabilityHelpers.js
Normal file
@@ -0,0 +1,263 @@
|
||||
// Debug
|
||||
const { DebugBuilder } = require("../utilities/debugBuilder");
|
||||
const log = new DebugBuilder("server", "stabilityController");
|
||||
|
||||
// Modules
|
||||
const Generation = require("../controllers/stabilityAi/generation_pb");
|
||||
const { GenerationServiceClient } = require("../controllers/stabilityAi/generation_pb_service");
|
||||
const fs = require("fs");
|
||||
|
||||
const { grpc } = require("@improbable-eng/grpc-web");
|
||||
const GRPCWeb = grpc;
|
||||
|
||||
const path = require("node:path");
|
||||
|
||||
function isImageArtifact(artifact) {
|
||||
log.DEBUG("Checking if image is an artifact", artifact);
|
||||
if (artifact.getType() !== Generation.ArtifactType.ARTIFACT_IMAGE) return false;
|
||||
if (artifact.getFinishReason() !== Generation.FinishReason.NULL) return false;
|
||||
return artifact.hasBinary();
|
||||
}
|
||||
exports.isImageArtifact = isImageArtifact;
|
||||
|
||||
function isNSFWFilteredArtifact(artifact) {
|
||||
if (artifact.getType() !== Generation.ArtifactType.ARTIFACT_IMAGE) return false;
|
||||
if (artifact.getFinishReason() !== Generation.FinishReason.FILTER) return false;
|
||||
return true;
|
||||
}
|
||||
exports.isNSFWFilteredArtifact = isNSFWFilteredArtifact;
|
||||
|
||||
/** Builds a generation request for a specified engine with the specified parameters. */
|
||||
function buildGenerationRequest(engineID, params) {
|
||||
if (params.type === "upscaling") {
|
||||
const request = new Generation.Request()
|
||||
request.setEngineId(engineID)
|
||||
request.setRequestedType(Generation.ArtifactType.ARTIFACT_IMAGE)
|
||||
request.setClassifier(new Generation.ClassifierParameters())
|
||||
|
||||
const imageParams = new Generation.ImageParameters()
|
||||
if ("width" in params && !!params.width) {
|
||||
imageParams.setWidth(params.width)
|
||||
} else if ("height" in params && !!params.height) {
|
||||
imageParams.setHeight(params.height)
|
||||
}
|
||||
request.setImage(imageParams)
|
||||
request.addPrompt(createInitImagePrompt(params.initImage))
|
||||
|
||||
return request
|
||||
}
|
||||
|
||||
const imageParams = new Generation.ImageParameters()
|
||||
if (params.type === "text-to-image") {
|
||||
params.width && imageParams.setWidth(params.width)
|
||||
params.height && imageParams.setHeight(params.height)
|
||||
}
|
||||
|
||||
// Set the number of images to generate (Default 1)
|
||||
params.samples && imageParams.setSamples(params.samples)
|
||||
|
||||
// Set the steps (Default 30)
|
||||
// Represents the amount of inference steps performed on image generation.
|
||||
params.steps && imageParams.setSteps(params.steps)
|
||||
|
||||
// Set the seed (Default 0)
|
||||
// Including a seed will cause the results to be deterministic.
|
||||
// Omitting the seed or setting it to `0` will do the opposite.
|
||||
params.seed && imageParams.addSeed(params.seed)
|
||||
|
||||
// Set the sampler (Default 'automatic')
|
||||
// Omitting this value enables 'automatic' mode where we choose the best sampler for you based
|
||||
// on the current payload. For example, since CLIP guidance only works on ancestral samplers,
|
||||
// when CLIP guidance is enabled, we will automatically choose an ancestral sampler for you.
|
||||
if (params.sampler) {
|
||||
const transformType = new Generation.TransformType()
|
||||
transformType.setDiffusion(params.sampler)
|
||||
imageParams.setTransform(transformType)
|
||||
}
|
||||
|
||||
// Set the Engine
|
||||
// At the time of writing, valid engines are:
|
||||
// stable-diffusion-v1,
|
||||
// stable-diffusion-v1-5
|
||||
// stable-diffusion-512-v2-0
|
||||
// stable-diffusion-768-v2-0
|
||||
// stable-diffusion-512-v2-1
|
||||
// stable-diffusion-768-v2-1
|
||||
// stable-inpainting-v1-0
|
||||
// stable-inpainting-512-v2-0
|
||||
// esrgan-v1-x2plus
|
||||
const request = new Generation.Request()
|
||||
request.setEngineId(engineID)
|
||||
request.setRequestedType(Generation.ArtifactType.ARTIFACT_IMAGE)
|
||||
request.setClassifier(new Generation.ClassifierParameters())
|
||||
|
||||
// Set the CFG scale (Default 7)
|
||||
// Influences how strongly your generation is guided to match your prompt. Higher values match closer.
|
||||
const samplerParams = new Generation.SamplerParameters()
|
||||
params.cfgScale && samplerParams.setCfgScale(params.cfgScale)
|
||||
|
||||
const stepParams = new Generation.StepParameter()
|
||||
stepParams.setScaledStep(0)
|
||||
stepParams.setSampler(samplerParams)
|
||||
|
||||
const scheduleParams = new Generation.ScheduleParameters()
|
||||
if (params.type === "image-to-image") {
|
||||
// If we're doing image-to-image generation then we need to configure
|
||||
// how much influence the initial image has on the diffusion process
|
||||
scheduleParams.setStart(params.stepScheduleStart)
|
||||
if (params.stepScheduleEnd) {
|
||||
scheduleParams.setEnd(params.stepScheduleEnd)
|
||||
}
|
||||
} else if (params.type === "image-to-image-masking") {
|
||||
// Step schedule start is always 1 for masking requests
|
||||
scheduleParams.setStart(1)
|
||||
}
|
||||
|
||||
stepParams.setSchedule(scheduleParams)
|
||||
|
||||
// Set CLIP Guidance (Default: None)
|
||||
// NOTE: This only works with ancestral samplers. Omitting the sampler parameter above will ensure
|
||||
// that we automatically choose an ancestral sampler for you when CLIP guidance is enabled.
|
||||
if (params.clipGuidancePreset) {
|
||||
const guidanceParameters = new Generation.GuidanceParameters()
|
||||
guidanceParameters.setGuidancePreset(params.clipGuidancePreset)
|
||||
stepParams.setGuidance(guidanceParameters)
|
||||
}
|
||||
|
||||
imageParams.addParameters(stepParams)
|
||||
request.setImage(imageParams)
|
||||
|
||||
params.prompts.forEach(textPrompt => {
|
||||
const prompt = new Generation.Prompt()
|
||||
prompt.setText(textPrompt.text)
|
||||
|
||||
// If provided, set the prompt's weight (use negative values for negative weighting)
|
||||
if (textPrompt.weight) {
|
||||
const promptParameters = new Generation.PromptParameters()
|
||||
promptParameters.setWeight(textPrompt.weight)
|
||||
prompt.setParameters(promptParameters)
|
||||
}
|
||||
|
||||
request.addPrompt(prompt)
|
||||
})
|
||||
|
||||
// Add image prompts if we're doing some kind of image-to-image generation or upscaling
|
||||
if (params.type === "image-to-image") {
|
||||
request.addPrompt(createInitImagePrompt(params.initImage))
|
||||
} else if (params.type === "image-to-image-masking") {
|
||||
request.addPrompt(createInitImagePrompt(params.initImage))
|
||||
request.addPrompt(createMaskImagePrompt(params.maskImage))
|
||||
}
|
||||
|
||||
return request
|
||||
}
|
||||
exports.buildGenerationRequest = buildGenerationRequest;
|
||||
|
||||
function createInitImagePrompt(imageBinary) {
|
||||
const initImageArtifact = new Generation.Artifact()
|
||||
initImageArtifact.setBinary(imageBinary)
|
||||
initImageArtifact.setType(Generation.ArtifactType.ARTIFACT_IMAGE)
|
||||
|
||||
const initImageParameters = new Generation.PromptParameters()
|
||||
initImageParameters.setInit(true)
|
||||
|
||||
const initImagePrompt = new Generation.Prompt()
|
||||
initImagePrompt.setParameters(initImageParameters)
|
||||
initImagePrompt.setArtifact(initImageArtifact)
|
||||
|
||||
return initImagePrompt
|
||||
}
|
||||
|
||||
function createMaskImagePrompt(imageBinary) {
|
||||
const maskImageArtifact = new Generation.Artifact()
|
||||
maskImageArtifact.setBinary(imageBinary)
|
||||
maskImageArtifact.setType(Generation.ArtifactType.ARTIFACT_MASK)
|
||||
|
||||
const maskImagePrompt = new Generation.Prompt()
|
||||
maskImagePrompt.setArtifact(maskImageArtifact)
|
||||
|
||||
return maskImagePrompt
|
||||
}
|
||||
|
||||
/** Executes a GenerationRequest, abstracting the gRPC streaming result behind a Promise */
|
||||
async function executeGenerationRequest(
|
||||
generationClient,
|
||||
request,
|
||||
metadata
|
||||
) {
|
||||
try {
|
||||
const stream = generationClient.generate(request, metadata)
|
||||
const answers = await new Promise((resolve, reject) => {
|
||||
const answers = new Array()
|
||||
|
||||
stream.on("data", data => answers.push(data))
|
||||
stream.on("end", () => resolve(answers))
|
||||
stream.on("status", status => {
|
||||
if (status.code === 0) return
|
||||
reject(status.details)
|
||||
})
|
||||
})
|
||||
|
||||
return extractArtifacts(answers)
|
||||
} catch (err) {
|
||||
return err instanceof Error ? err : new Error(JSON.stringify(err))
|
||||
}
|
||||
}
|
||||
exports.executeGenerationRequest = executeGenerationRequest;
|
||||
|
||||
function extractArtifacts(answers) {
|
||||
const imageArtifacts = new Array()
|
||||
const filteredArtifacts = new Array()
|
||||
|
||||
for (const answer of answers) {
|
||||
for (const artifact of answer.getArtifactsList()) {
|
||||
if (isImageArtifact(artifact)) {
|
||||
imageArtifacts.push(artifact)
|
||||
} else if (isNSFWFilteredArtifact(artifact)) {
|
||||
filteredArtifacts.push(artifact)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return { filteredArtifacts, imageArtifacts }
|
||||
}
|
||||
|
||||
/** Generation completion handler - replace this with your own logic */
|
||||
function onGenerationComplete(response) {
|
||||
if (response instanceof Error) {
|
||||
log.ERROR("Generation failed", response)
|
||||
throw response
|
||||
}
|
||||
|
||||
log.DEBUG(
|
||||
`${response.imageArtifacts.length} image${
|
||||
response.imageArtifacts.length > 1 ? "s" : ""
|
||||
} were successfully generated.`
|
||||
)
|
||||
|
||||
// Do something with NSFW filtered artifacts
|
||||
if (response.filteredArtifacts.length > 0) {
|
||||
log.DEBUG(
|
||||
`${response.filteredArtifacts.length} artifact` +
|
||||
`${response.filteredArtifacts.length > 1 ? "s" : ""}` +
|
||||
` were filtered by the NSFW classifier and need to be retried.`
|
||||
)
|
||||
}
|
||||
|
||||
// Do something with the successful image artifacts
|
||||
response.imageArtifacts.forEach(artifact => {
|
||||
try {
|
||||
const writePath =
|
||||
fs.writeFileSync(
|
||||
path.resolve(__dirname, `../.generations/image-${artifact.getSeed()}.png`),
|
||||
Buffer.from(artifact.getBinary_asU8())
|
||||
)
|
||||
} catch (error) {
|
||||
log.ERROR("Failed to write resulting image to disk", error)
|
||||
}
|
||||
})
|
||||
|
||||
// For browser implementations: you could use the `artifact.getBinary_asB64()` method to get a
|
||||
// base64 encoded string and then create a data URL from that and display it in an <img> tag.
|
||||
}
|
||||
exports.onGenerationComplete = onGenerationComplete;
|
||||
Reference in New Issue
Block a user