Add support for cohere endpoints (#976)
Browse files* Add support for cohere endpoints
* readme update
- .env +1 -0
- README.md +22 -0
- package-lock.json +209 -0
- package.json +1 -0
- src/lib/server/endpoints/cohere/endpointCohere.ts +114 -0
- src/lib/server/endpoints/endpoints.ts +3 -0
- src/lib/server/models.ts +2 -0
.env
CHANGED
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@@ -13,6 +13,7 @@ OPENAI_API_KEY=#your openai api key here
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ANTHROPIC_API_KEY=#your anthropic api key here
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CLOUDFLARE_ACCOUNT_ID=#your cloudflare account id here
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CLOUDFLARE_API_TOKEN=#your cloudflare api token here
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HF_ACCESS_TOKEN=#LEGACY! Use HF_TOKEN instead
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ANTHROPIC_API_KEY=#your anthropic api key here
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CLOUDFLARE_ACCOUNT_ID=#your cloudflare account id here
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CLOUDFLARE_API_TOKEN=#your cloudflare api token here
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+
COHERE_API_TOKEN=#your cohere api token here
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HF_ACCESS_TOKEN=#LEGACY! Use HF_TOKEN instead
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README.md
CHANGED
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@@ -560,6 +560,28 @@ You can find the list of models available on Cloudflare [here](https://developer
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> [!NOTE]
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> Cloudlare Workers AI currently do not support custom sampling parameters like temperature, top_p, etc.
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##### Google Vertex models
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Chat UI can connect to the google Vertex API endpoints ([List of supported models](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models)).
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> [!NOTE]
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> Cloudlare Workers AI currently do not support custom sampling parameters like temperature, top_p, etc.
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#### Cohere
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You can also use Cohere to run their models directly from chat-ui. You will need to have a Cohere account, then get your [API token](https://dashboard.cohere.com/api-keys). You can either specify it directly in your `.env.local` using the `COHERE_API_TOKEN` variable, or you can set it in the endpoint config.
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Here is an example of a Cohere model config. You can set which model you want to use by setting the `id` field to the model name.
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```env
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{
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"name" : "CohereForAI/c4ai-command-r-v01",
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"id": "command-r",
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"description": "C4AI Command-R is a research release of a 35 billion parameter highly performant generative model",
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"endpoints": [
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{
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"type": "cohere",
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<!-- optionally specify these, or use COHERE_API_TOKEN
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"apiKey": "your-api-token"
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-->
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}
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]
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}
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```
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##### Google Vertex models
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Chat UI can connect to the google Vertex API endpoints ([List of supported models](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models)).
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package-lock.json
CHANGED
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@@ -75,6 +75,7 @@
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"@anthropic-ai/sdk": "^0.17.1",
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"@google-cloud/vertexai": "^0.5.0",
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"aws4fetch": "^1.0.17",
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"openai": "^4.14.2"
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}
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},
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"node": ">=8"
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"resolved": "https://registry.npmjs.org/callsites/-/callsites-3.1.0.tgz",
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"node": "*"
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"@anthropic-ai/sdk": "^0.17.1",
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"@google-cloud/vertexai": "^0.5.0",
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"aws4fetch": "^1.0.17",
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+
"cohere-ai": "^7.9.0",
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"openai": "^4.14.2"
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}
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},
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"node": ">=8"
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"dependencies": {
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"@types/estree": "^1.0.0"
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}
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"node_modules/cohere-ai": {
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"version": "7.9.0",
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"resolved": "https://registry.npmjs.org/cohere-ai/-/cohere-ai-7.9.0.tgz",
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|
| 4178 |
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|
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|
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"url": "https://github.com/sponsors/ljharb"
|
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}
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|
| 4200 |
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|
| 4201 |
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"resolved": "https://registry.npmjs.org/get-stream/-/get-stream-6.0.1.tgz",
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| 4309 |
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| 4310 |
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|
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|
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|
| 4318 |
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|
| 4319 |
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|
| 4320 |
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|
| 4321 |
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"url": "https://github.com/sponsors/ljharb"
|
| 4322 |
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}
|
| 4323 |
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|
| 4324 |
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|
| 4325 |
"version": "4.2.11",
|
| 4326 |
"resolved": "https://registry.npmjs.org/graceful-fs/-/graceful-fs-4.2.11.tgz",
|
|
|
|
| 4386 |
"node": ">=8"
|
| 4387 |
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|
| 4388 |
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|
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|
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|
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|
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"es-define-property": "^1.0.0"
|
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},
|
| 4397 |
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|
| 4398 |
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"url": "https://github.com/sponsors/ljharb"
|
| 4399 |
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}
|
| 4400 |
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|
| 4401 |
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|
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| 4410 |
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"url": "https://github.com/sponsors/ljharb"
|
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}
|
| 4412 |
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|
| 4413 |
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|
| 4414 |
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"version": "1.0.3",
|
| 4415 |
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| 4417 |
+
"optional": true,
|
| 4418 |
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"engines": {
|
| 4419 |
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"node": ">= 0.4"
|
| 4420 |
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},
|
| 4421 |
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"funding": {
|
| 4422 |
+
"url": "https://github.com/sponsors/ljharb"
|
| 4423 |
+
}
|
| 4424 |
+
},
|
| 4425 |
"node_modules/hash-wasm": {
|
| 4426 |
"version": "4.9.0",
|
| 4427 |
"resolved": "https://registry.npmjs.org/hash-wasm/-/hash-wasm-4.9.0.tgz",
|
|
|
|
| 4763 |
"url": "https://github.com/sponsors/panva"
|
| 4764 |
}
|
| 4765 |
},
|
| 4766 |
+
"node_modules/js-base64": {
|
| 4767 |
+
"version": "3.7.2",
|
| 4768 |
+
"resolved": "https://registry.npmjs.org/js-base64/-/js-base64-3.7.2.tgz",
|
| 4769 |
+
"integrity": "sha512-NnRs6dsyqUXejqk/yv2aiXlAvOs56sLkX6nUdeaNezI5LFFLlsZjOThmwnrcwh5ZZRwZlCMnVAY3CvhIhoVEKQ==",
|
| 4770 |
+
"optional": true
|
| 4771 |
+
},
|
| 4772 |
"node_modules/js-sdsl": {
|
| 4773 |
"version": "4.3.0",
|
| 4774 |
"resolved": "https://registry.npmjs.org/js-sdsl/-/js-sdsl-4.3.0.tgz",
|
|
|
|
| 5570 |
"node": ">= 6"
|
| 5571 |
}
|
| 5572 |
},
|
| 5573 |
+
"node_modules/object-inspect": {
|
| 5574 |
+
"version": "1.13.1",
|
| 5575 |
+
"resolved": "https://registry.npmjs.org/object-inspect/-/object-inspect-1.13.1.tgz",
|
| 5576 |
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"integrity": "sha512-5qoj1RUiKOMsCCNLV1CBiPYE10sziTsnmNxkAI/rZhiD63CF7IqdFGC/XzjWjpSgLf0LxXX3bDFIh0E18f6UhQ==",
|
| 5577 |
+
"optional": true,
|
| 5578 |
+
"funding": {
|
| 5579 |
+
"url": "https://github.com/sponsors/ljharb"
|
| 5580 |
+
}
|
| 5581 |
+
},
|
| 5582 |
"node_modules/object-stream": {
|
| 5583 |
"version": "0.0.1",
|
| 5584 |
"resolved": "https://registry.npmjs.org/object-stream/-/object-stream-0.0.1.tgz",
|
|
|
|
| 6378 |
"teleport": ">=0.2.0"
|
| 6379 |
}
|
| 6380 |
},
|
| 6381 |
+
"node_modules/qs": {
|
| 6382 |
+
"version": "6.11.2",
|
| 6383 |
+
"resolved": "https://registry.npmjs.org/qs/-/qs-6.11.2.tgz",
|
| 6384 |
+
"integrity": "sha512-tDNIz22aBzCDxLtVH++VnTfzxlfeK5CbqohpSqpJgj1Wg/cQbStNAz3NuqCs5vV+pjBsK4x4pN9HlVh7rcYRiA==",
|
| 6385 |
+
"optional": true,
|
| 6386 |
+
"dependencies": {
|
| 6387 |
+
"side-channel": "^1.0.4"
|
| 6388 |
+
},
|
| 6389 |
+
"engines": {
|
| 6390 |
+
"node": ">=0.6"
|
| 6391 |
+
},
|
| 6392 |
+
"funding": {
|
| 6393 |
+
"url": "https://github.com/sponsors/ljharb"
|
| 6394 |
+
}
|
| 6395 |
+
},
|
| 6396 |
"node_modules/querystringify": {
|
| 6397 |
"version": "2.2.0",
|
| 6398 |
"resolved": "https://registry.npmjs.org/querystringify/-/querystringify-2.2.0.tgz",
|
|
|
|
| 6725 |
"integrity": "sha512-RVnVQxTXuerk653XfuliOxBP81Sf0+qfQE73LIYKcyMYHG94AuH0kgrQpRDuTZnSmjpysHmzxJXKNfa6PjFhyQ==",
|
| 6726 |
"dev": true
|
| 6727 |
},
|
| 6728 |
+
"node_modules/set-function-length": {
|
| 6729 |
+
"version": "1.2.2",
|
| 6730 |
+
"resolved": "https://registry.npmjs.org/set-function-length/-/set-function-length-1.2.2.tgz",
|
| 6731 |
+
"integrity": "sha512-pgRc4hJ4/sNjWCSS9AmnS40x3bNMDTknHgL5UaMBTMyJnU90EgWh1Rz+MC9eFu4BuN/UwZjKQuY/1v3rM7HMfg==",
|
| 6732 |
+
"optional": true,
|
| 6733 |
+
"dependencies": {
|
| 6734 |
+
"define-data-property": "^1.1.4",
|
| 6735 |
+
"es-errors": "^1.3.0",
|
| 6736 |
+
"function-bind": "^1.1.2",
|
| 6737 |
+
"get-intrinsic": "^1.2.4",
|
| 6738 |
+
"gopd": "^1.0.1",
|
| 6739 |
+
"has-property-descriptors": "^1.0.2"
|
| 6740 |
+
},
|
| 6741 |
+
"engines": {
|
| 6742 |
+
"node": ">= 0.4"
|
| 6743 |
+
}
|
| 6744 |
+
},
|
| 6745 |
"node_modules/sharp": {
|
| 6746 |
"version": "0.33.2",
|
| 6747 |
"resolved": "https://registry.npmjs.org/sharp/-/sharp-0.33.2.tgz",
|
|
|
|
| 6802 |
"node": ">=8"
|
| 6803 |
}
|
| 6804 |
},
|
| 6805 |
+
"node_modules/side-channel": {
|
| 6806 |
+
"version": "1.0.6",
|
| 6807 |
+
"resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.0.6.tgz",
|
| 6808 |
+
"integrity": "sha512-fDW/EZ6Q9RiO8eFG8Hj+7u/oW+XrPTIChwCOM2+th2A6OblDtYYIpve9m+KvI9Z4C9qSEXlaGR6bTEYHReuglA==",
|
| 6809 |
+
"optional": true,
|
| 6810 |
+
"dependencies": {
|
| 6811 |
+
"call-bind": "^1.0.7",
|
| 6812 |
+
"es-errors": "^1.3.0",
|
| 6813 |
+
"get-intrinsic": "^1.2.4",
|
| 6814 |
+
"object-inspect": "^1.13.1"
|
| 6815 |
+
},
|
| 6816 |
+
"engines": {
|
| 6817 |
+
"node": ">= 0.4"
|
| 6818 |
+
},
|
| 6819 |
+
"funding": {
|
| 6820 |
+
"url": "https://github.com/sponsors/ljharb"
|
| 6821 |
+
}
|
| 6822 |
+
},
|
| 6823 |
"node_modules/siginfo": {
|
| 6824 |
"version": "2.0.0",
|
| 6825 |
"resolved": "https://registry.npmjs.org/siginfo/-/siginfo-2.0.0.tgz",
|
|
|
|
| 7850 |
"punycode": "^2.1.0"
|
| 7851 |
}
|
| 7852 |
},
|
| 7853 |
+
"node_modules/url-join": {
|
| 7854 |
+
"version": "4.0.1",
|
| 7855 |
+
"resolved": "https://registry.npmjs.org/url-join/-/url-join-4.0.1.tgz",
|
| 7856 |
+
"integrity": "sha512-jk1+QP6ZJqyOiuEI9AEWQfju/nB2Pw466kbA0LEZljHwKeMgd9WrAEgEGxjPDD2+TNbbb37rTyhEfrCXfuKXnA==",
|
| 7857 |
+
"optional": true
|
| 7858 |
+
},
|
| 7859 |
"node_modules/url-parse": {
|
| 7860 |
"version": "1.5.10",
|
| 7861 |
"resolved": "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz",
|
package.json
CHANGED
|
@@ -85,6 +85,7 @@
|
|
| 85 |
"@anthropic-ai/sdk": "^0.17.1",
|
| 86 |
"@google-cloud/vertexai": "^0.5.0",
|
| 87 |
"aws4fetch": "^1.0.17",
|
|
|
|
| 88 |
"openai": "^4.14.2"
|
| 89 |
}
|
| 90 |
}
|
|
|
|
| 85 |
"@anthropic-ai/sdk": "^0.17.1",
|
| 86 |
"@google-cloud/vertexai": "^0.5.0",
|
| 87 |
"aws4fetch": "^1.0.17",
|
| 88 |
+
"cohere-ai": "^7.9.0",
|
| 89 |
"openai": "^4.14.2"
|
| 90 |
}
|
| 91 |
}
|
src/lib/server/endpoints/cohere/endpointCohere.ts
ADDED
|
@@ -0,0 +1,114 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import { z } from "zod";
|
| 2 |
+
import { COHERE_API_TOKEN } from "$env/static/private";
|
| 3 |
+
import type { Endpoint } from "../endpoints";
|
| 4 |
+
import type { TextGenerationStreamOutput } from "@huggingface/inference";
|
| 5 |
+
import type { Cohere, CohereClient } from "cohere-ai";
|
| 6 |
+
import { buildPrompt } from "$lib/buildPrompt";
|
| 7 |
+
|
| 8 |
+
export const endpointCohereParametersSchema = z.object({
|
| 9 |
+
weight: z.number().int().positive().default(1),
|
| 10 |
+
model: z.any(),
|
| 11 |
+
type: z.literal("cohere"),
|
| 12 |
+
apiKey: z.string().default(COHERE_API_TOKEN),
|
| 13 |
+
raw: z.boolean().default(false),
|
| 14 |
+
});
|
| 15 |
+
|
| 16 |
+
export async function endpointCohere(
|
| 17 |
+
input: z.input<typeof endpointCohereParametersSchema>
|
| 18 |
+
): Promise<Endpoint> {
|
| 19 |
+
const { apiKey, model, raw } = endpointCohereParametersSchema.parse(input);
|
| 20 |
+
|
| 21 |
+
let cohere: CohereClient;
|
| 22 |
+
|
| 23 |
+
try {
|
| 24 |
+
cohere = new (await import("cohere-ai")).CohereClient({
|
| 25 |
+
token: apiKey,
|
| 26 |
+
});
|
| 27 |
+
} catch (e) {
|
| 28 |
+
throw new Error("Failed to import @anthropic-ai/sdk", { cause: e });
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
return async ({ messages, preprompt, generateSettings, continueMessage }) => {
|
| 32 |
+
let system = preprompt;
|
| 33 |
+
if (messages?.[0]?.from === "system") {
|
| 34 |
+
system = messages[0].content;
|
| 35 |
+
}
|
| 36 |
+
|
| 37 |
+
const parameters = { ...model.parameters, ...generateSettings };
|
| 38 |
+
|
| 39 |
+
return (async function* () {
|
| 40 |
+
let stream;
|
| 41 |
+
let tokenId = 0;
|
| 42 |
+
|
| 43 |
+
if (raw) {
|
| 44 |
+
const prompt = await buildPrompt({
|
| 45 |
+
messages: messages.filter((message) => message.from !== "system"),
|
| 46 |
+
model,
|
| 47 |
+
preprompt: system,
|
| 48 |
+
continueMessage,
|
| 49 |
+
});
|
| 50 |
+
|
| 51 |
+
stream = await cohere.chatStream({
|
| 52 |
+
message: prompt,
|
| 53 |
+
rawPrompting: true,
|
| 54 |
+
model: model.id ?? model.name,
|
| 55 |
+
p: parameters?.top_p,
|
| 56 |
+
k: parameters?.top_k,
|
| 57 |
+
maxTokens: parameters?.max_new_tokens,
|
| 58 |
+
temperature: parameters?.temperature,
|
| 59 |
+
stopSequences: parameters?.stop,
|
| 60 |
+
frequencyPenalty: parameters?.frequency_penalty,
|
| 61 |
+
});
|
| 62 |
+
} else {
|
| 63 |
+
const formattedMessages = messages
|
| 64 |
+
.filter((message) => message.from !== "system")
|
| 65 |
+
.map((message) => ({
|
| 66 |
+
role: message.from === "user" ? "USER" : "CHATBOT",
|
| 67 |
+
message: message.content,
|
| 68 |
+
})) satisfies Cohere.ChatMessage[];
|
| 69 |
+
|
| 70 |
+
stream = await cohere.chatStream({
|
| 71 |
+
model: model.id ?? model.name,
|
| 72 |
+
chatHistory: formattedMessages.slice(0, -1),
|
| 73 |
+
message: formattedMessages[formattedMessages.length - 1].message,
|
| 74 |
+
preamble: system,
|
| 75 |
+
p: parameters?.top_p,
|
| 76 |
+
k: parameters?.top_k,
|
| 77 |
+
maxTokens: parameters?.max_new_tokens,
|
| 78 |
+
temperature: parameters?.temperature,
|
| 79 |
+
stopSequences: parameters?.stop,
|
| 80 |
+
frequencyPenalty: parameters?.frequency_penalty,
|
| 81 |
+
});
|
| 82 |
+
}
|
| 83 |
+
|
| 84 |
+
for await (const output of stream) {
|
| 85 |
+
if (output.eventType === "text-generation") {
|
| 86 |
+
yield {
|
| 87 |
+
token: {
|
| 88 |
+
id: tokenId++,
|
| 89 |
+
text: output.text,
|
| 90 |
+
logprob: 0,
|
| 91 |
+
special: false,
|
| 92 |
+
},
|
| 93 |
+
generated_text: null,
|
| 94 |
+
details: null,
|
| 95 |
+
} satisfies TextGenerationStreamOutput;
|
| 96 |
+
} else if (output.eventType === "stream-end") {
|
| 97 |
+
if (["ERROR", "ERROR_TOXIC", "ERROR_LIMIT"].includes(output.finishReason)) {
|
| 98 |
+
throw new Error(output.finishReason);
|
| 99 |
+
}
|
| 100 |
+
yield {
|
| 101 |
+
token: {
|
| 102 |
+
id: tokenId++,
|
| 103 |
+
text: "",
|
| 104 |
+
logprob: 0,
|
| 105 |
+
special: true,
|
| 106 |
+
},
|
| 107 |
+
generated_text: output.response.text,
|
| 108 |
+
details: null,
|
| 109 |
+
};
|
| 110 |
+
}
|
| 111 |
+
}
|
| 112 |
+
})();
|
| 113 |
+
};
|
| 114 |
+
}
|
src/lib/server/endpoints/endpoints.ts
CHANGED
|
@@ -16,6 +16,7 @@ import type { Model } from "$lib/types/Model";
|
|
| 16 |
import endpointCloudflare, {
|
| 17 |
endpointCloudflareParametersSchema,
|
| 18 |
} from "./cloudflare/endpointCloudflare";
|
|
|
|
| 19 |
|
| 20 |
// parameters passed when generating text
|
| 21 |
export interface EndpointParameters {
|
|
@@ -46,6 +47,7 @@ export const endpoints = {
|
|
| 46 |
ollama: endpointOllama,
|
| 47 |
vertex: endpointVertex,
|
| 48 |
cloudflare: endpointCloudflare,
|
|
|
|
| 49 |
};
|
| 50 |
|
| 51 |
export const endpointSchema = z.discriminatedUnion("type", [
|
|
@@ -57,5 +59,6 @@ export const endpointSchema = z.discriminatedUnion("type", [
|
|
| 57 |
endpointOllamaParametersSchema,
|
| 58 |
endpointVertexParametersSchema,
|
| 59 |
endpointCloudflareParametersSchema,
|
|
|
|
| 60 |
]);
|
| 61 |
export default endpoints;
|
|
|
|
| 16 |
import endpointCloudflare, {
|
| 17 |
endpointCloudflareParametersSchema,
|
| 18 |
} from "./cloudflare/endpointCloudflare";
|
| 19 |
+
import { endpointCohere, endpointCohereParametersSchema } from "./cohere/endpointCohere";
|
| 20 |
|
| 21 |
// parameters passed when generating text
|
| 22 |
export interface EndpointParameters {
|
|
|
|
| 47 |
ollama: endpointOllama,
|
| 48 |
vertex: endpointVertex,
|
| 49 |
cloudflare: endpointCloudflare,
|
| 50 |
+
cohere: endpointCohere,
|
| 51 |
};
|
| 52 |
|
| 53 |
export const endpointSchema = z.discriminatedUnion("type", [
|
|
|
|
| 59 |
endpointOllamaParametersSchema,
|
| 60 |
endpointVertexParametersSchema,
|
| 61 |
endpointCloudflareParametersSchema,
|
| 62 |
+
endpointCohereParametersSchema,
|
| 63 |
]);
|
| 64 |
export default endpoints;
|
src/lib/server/models.ts
CHANGED
|
@@ -174,6 +174,8 @@ const addEndpoint = (m: Awaited<ReturnType<typeof processModel>>) => ({
|
|
| 174 |
return await endpoints.vertex(args);
|
| 175 |
case "cloudflare":
|
| 176 |
return await endpoints.cloudflare(args);
|
|
|
|
|
|
|
| 177 |
default:
|
| 178 |
// for legacy reason
|
| 179 |
return endpoints.tgi(args);
|
|
|
|
| 174 |
return await endpoints.vertex(args);
|
| 175 |
case "cloudflare":
|
| 176 |
return await endpoints.cloudflare(args);
|
| 177 |
+
case "cohere":
|
| 178 |
+
return await endpoints.cohere(args);
|
| 179 |
default:
|
| 180 |
// for legacy reason
|
| 181 |
return endpoints.tgi(args);
|