example: add langchain agent

⬆️ Update go-skynet/go-llama.cpp (#201 )
Signed-off-by: GitHub <noreply@github.com> Co-authored-by: mudler <mudler@users.noreply.github.com>
2026-02-03 11:13:31 -05:00 · 2023-05-07 00:15:12 +02:00 · 2023-05-06 22:49:44 +02:00 · 2023-05-06 19:18:03 +02:00 · 2023-05-06 19:15:22 +02:00 · 2023-05-06 00:42:31 +02:00
17 changed files with 169 additions and 408 deletions
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
 go-llama
 go-gpt4all-j
 go-gpt2
+go-rwkv

 # LocalAI build binary
 LocalAI
--- a/2
+++ b/2
@@ -3,7 +3,7 @@ GOTEST=$(GOCMD) test
 GOVET=$(GOCMD) vet
 BINARY_NAME=local-ai

-GOLLAMA_VERSION?=67ff6a4db244b37e6efb4e6a5c5536d2bfae215b
+GOLLAMA_VERSION?=cf9b522db63898dcc5eb86e37c979ab85cbd583e
 GOGPT4ALLJ_VERSION?=1f7bff57f66cb7062e40d0ac3abd2217815e5109
 GOGPT2_VERSION?=245a5bfe6708ab80dc5c733dcdbfbe3cfd2acdaa
 RWKV_REPO?=https://github.com/donomii/go-rwkv.cpp
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@
 **LocalAI** is a drop-in replacement REST API compatible with OpenAI for local CPU inferencing. It allows to run models locally or on-prem with consumer grade hardware. It is based on [llama.cpp](https://github.com/ggerganov/llama.cpp), [gpt4all](https://github.com/nomic-ai/gpt4all), [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp) and [ggml](https://github.com/ggerganov/ggml), including support GPT4ALL-J which is licensed under Apache 2.0.

 - OpenAI compatible API
- Supports multiple-models
+- Supports multiple models
 - Once loaded the first time, it keep models loaded in memory for faster inference
 - Support for prompt templates
 - Doesn't shell-out, but uses C bindings for a faster inference and better performance. 
@@ -21,20 +21,28 @@ LocalAI is a community-driven project, focused on making the AI accessible to an

 See [examples on how to integrate LocalAI](https://github.com/go-skynet/LocalAI/tree/master/examples/).

-### News
+## News

 - 02-05-2023: Support for `rwkv.cpp` models ( https://github.com/go-skynet/LocalAI/pull/158 ) and for `/edits` endpoint
 - 01-05-2023: Support for SSE stream of tokens in `llama.cpp` backends ( https://github.com/go-skynet/LocalAI/pull/152 )

-### Socials and community chatter
+Twitter: [@LocalAI_API](https://twitter.com/LocalAI_API) and [@mudler_it](https://twitter.com/mudler_it)

- Follow [@LocalAI_API](https://twitter.com/LocalAI_API) on twitter.
+### Blogs and articles

- [Reddit post](https://www.reddit.com/r/selfhosted/comments/12w4p2f/localai_openai_compatible_api_to_run_llm_models/) about LocalAI.
+- [Tutorial to use k8sgpt with LocalAI](https://medium.com/@tyler_97636/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) - excellent usecase for localAI, using AI to analyse Kubernetes clusters.
+
+## Contribute and help
+
+To help the project you can:
+
+- Upvote the [Reddit post](https://www.reddit.com/r/selfhosted/comments/12w4p2f/localai_openai_compatible_api_to_run_llm_models/) about LocalAI.

 - [Hacker news post](https://news.ycombinator.com/item?id=35726934) - help us out by voting if you like this project.

- [Tutorial to use k8sgpt with LocalAI](https://medium.com/@tyler_97636/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) - excellent usecase for localAI, using AI to analyse Kubernetes clusters.
+- If you have technological skills and want to contribute to development, have a look at the open issues. If you are new you can have a look at the [good-first-issue](https://github.com/go-skynet/LocalAI/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) and [help-wanted](https://github.com/go-skynet/LocalAI/issues?q=is%3Aissue+is%3Aopen+label%3A%22help+wanted%22) labels.
+
+- If you don't have technological skills you can still help improving documentation or add examples or share your user-stories with our community, any help and contribution is welcome!

 ## Model compatibility

@@ -43,25 +51,17 @@ It is compatible with the models supported by [llama.cpp](https://github.com/gge
 Tested with:
 - Vicuna
 - Alpaca
- [GPT4ALL](https://github.com/nomic-ai/gpt4all)
- [GPT4ALL-J](https://gpt4all.io/models/ggml-gpt4all-j.bin)
+- [GPT4ALL](https://github.com/nomic-ai/gpt4all) (changes required, see below)
+- [GPT4ALL-J](https://gpt4all.io/models/ggml-gpt4all-j.bin) (no changes required)
 - Koala
 - [cerebras-GPT with ggml](https://huggingface.co/lxe/Cerebras-GPT-2.7B-Alpaca-SP-ggml)
 - WizardLM
 - [RWKV](https://github.com/BlinkDL/RWKV-LM) models with [rwkv.cpp](https://github.com/saharNooby/rwkv.cpp)

-### Vicuna, Alpaca, LLaMa...
-
-[llama.cpp](https://github.com/ggerganov/llama.cpp) based models are compatible
-
 ### GPT4ALL

 Note: You might need to convert older models to the new format, see [here](https://github.com/ggerganov/llama.cpp#using-gpt4all) for instance to run `gpt4all`.

-### GPT4ALL-J
-
-No changes required to the model.
-
 ### RWKV

 <details>
@@ -164,7 +164,7 @@ To build locally, run `make build` (see below).

 ### Other examples

-To see other examples on how to integrate with other projects for instance chatbot-ui, see: [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/).
+To see other examples on how to integrate with other projects for instance for question answering or for using it with chatbot-ui, see: [examples](https://github.com/go-skynet/LocalAI/tree/master/examples/).


 ### Advanced configuration
@@ -612,7 +612,7 @@ Feel free to open up a PR to get your project listed!

 ## License

-LocalAI is a community-driven project. It was initially created by [mudler](https://github.com/mudler/) at the [SpectroCloud OSS Office](https://github.com/spectrocloud).
+LocalAI is a community-driven project. It was initially created by [Ettore Di Giacinto](https://github.com/mudler/) at the [SpectroCloud OSS Office](https://github.com/spectrocloud).

 MIT

--- a/api/openai.go
+++ b/api/openai.go
@@ -166,7 +166,7 @@ func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader,
 	}
 }

-// https://platform.openai.com/docs/api-reference/completions
+// https://platform.openai.com/docs/api-reference/embeddings
 func embeddingsEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error {
 	return func(c *fiber.Ctx) error {
 		config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16)
--- a/examples/README.md
+++ b/examples/README.md
@@ -2,15 +2,76 @@

 Here is a list of projects that can easily be integrated with the LocalAI backend. 

-## Projects
+### Projects

- [chatbot-ui](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui/) (by [@mkellerman](https://github.com/mkellerman))
- [discord-bot](https://github.com/go-skynet/LocalAI/tree/master/examples/discord-bot/) (by [@mudler](https://github.com/mudler))
- [langchain](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain/) (by [@dave-gray101](https://github.com/dave-gray101))
- [langchain-python](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain-python/) (by [@mudler](https://github.com/mudler))
- [localai-webui](https://github.com/go-skynet/LocalAI/tree/master/examples/localai-webui/) (by [@dhruvgera](https://github.com/dhruvgera))
- [rwkv](https://github.com/go-skynet/LocalAI/tree/master/examples/rwkv/) (by [@mudler](https://github.com/mudler))
- [slack-bot](https://github.com/go-skynet/LocalAI/tree/master/examples/slack-bot/) (by [@mudler](https://github.com/mudler))
+
+### Chatbot-UI
+
+_by [@mkellerman](https://github.com/mkellerman)_
+
+![Screenshot from 2023-04-26 23-59-55](https://user-images.githubusercontent.com/2420543/234715439-98d12e03-d3ce-4f94-ab54-2b256808e05e.png)
+
+This integration shows how to use LocalAI with [mckaywrigley/chatbot-ui](https://github.com/mckaywrigley/chatbot-ui).
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/chatbot-ui/)
+
+### Discord bot
+
+_by [@mudler](https://github.com/mudler)_
+
+Run a discord bot which lets you talk directly with a model
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/discord-bot/), or for a live demo you can talk with our bot in #random-bot in our discord server.
+
+### Langchain
+
+_by [@dave-gray101](https://github.com/dave-gray101)_
+
+A ready to use example to show e2e how to integrate LocalAI with langchain
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain/)
+
+### Langchain Python
+
+_by [@mudler](https://github.com/mudler)_
+
+A ready to use example to show e2e how to integrate LocalAI with langchain
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/langchain-python/)
+
+### LocalAI WebUI
+
+_by [@dhruvgera](https://github.com/dhruvgera)_
+
+![image](https://user-images.githubusercontent.com/42107491/235344183-44b5967d-ba22-4331-804c-8da7004a5d35.png)
+
+A light, community-maintained web interface for LocalAI
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/localai-webui/)
+
+### How to run rwkv models
+
+_by [@mudler](https://github.com/mudler)_
+
+A full example on how to run RWKV models with LocalAI
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/rwkv/)
+
+### Slack bot
+
+_by [@mudler](https://github.com/mudler)_
+
+Run a slack bot which lets you talk directly with a model
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/slack-bot/)
+
+### Question answering on documents
+
+_by [@mudler](https://github.com/mudler)_
+
+Shows how to integrate with [Llama-Index](https://gpt-index.readthedocs.io/en/stable/getting_started/installation.html) to enable question answering on a set of documents.
+
+[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/query_data/)

 ## Want to contribute?

--- a/examples/langchain-agent/agent.py
+++ b/examples/langchain-agent/agent.py
@@ -0,0 +1,47 @@
+## Loosely based from https://gist.github.com/wiseman/4a706428eaabf4af1002a07a114f61d6
+
+from io import StringIO
+import sys
+import os
+from typing import Dict, Optional
+
+from langchain.agents import load_tools
+from langchain.agents import initialize_agent
+from langchain.agents.tools import Tool
+from langchain.llms import OpenAI
+
+base_path = os.environ.get('OPENAI_API_BASE', 'http://api:8080/v1')
+model_name = os.environ.get('MODEL_NAME', 'gpt-3.5-turbo')
+
+class PythonREPL:
+    """Simulates a standalone Python REPL."""
+
+    def __init__(self):
+        pass        
+
+    def run(self, command: str) -> str:
+        """Run command and returns anything printed."""
+        # sys.stderr.write("EXECUTING PYTHON CODE:\n---\n" + command + "\n---\n")
+        old_stdout = sys.stdout
+        sys.stdout = mystdout = StringIO()
+        try:
+            exec(command, globals())
+            sys.stdout = old_stdout
+            output = mystdout.getvalue()
+        except Exception as e:
+            sys.stdout = old_stdout
+            output = str(e)
+        # sys.stderr.write("PYTHON OUTPUT: \"" + output + "\"\n")
+        return output
+      
+llm = OpenAI(temperature=0.0, openai_api_base=base_path, model_name=model_name)
+python_repl = Tool(
+        "Python REPL",
+        PythonREPL().run,
+        """A Python shell. Use this to execute python commands. Input should be a valid python command.
+        If you expect output it should be printed out.""",
+    )
+tools = [python_repl]
+agent = initialize_agent(tools, llm, agent="zero-shot-react-description", verbose=True)
+agent.run("What is the 10th fibonacci number?")
+
--- a/examples/langchain/PY.Dockerfile
+++ b/examples/langchain/PY.Dockerfile
@@ -2,4 +2,4 @@ FROM python:3.10-bullseye
 COPY ./langchainpy-localai-example /app
 WORKDIR /app
 RUN pip install --no-cache-dir -r requirements.txt
-ENTRYPOINT [ "python", "./simple_demo.py" ];
+ENTRYPOINT [ "python", "./full_demo.py" ];
--- a/examples/langchain/README.md
+++ b/examples/langchain/README.md
@@ -27,4 +27,4 @@ docker-compose --profile py up --build

 ## Copyright

-Some of the example code in index.mts is adapted from the langchainjs project and is Copyright (c) Harrison Chase. Used under the terms of the MIT license, as is the remainder of this code.
+Some of the example code in index.mts and full_demo.py is adapted from the langchainjs project and is Copyright (c) Harrison Chase. Used under the terms of the MIT license, as is the remainder of this code.
--- a/examples/langchain/langchainjs-localai-example/package-lock.json
+++ b/examples/langchain/langchainjs-localai-example/package-lock.json
@@ -13,7 +13,7 @@
        "typeorm": "^0.3.15"
      },
      "devDependencies": {
-        "@types/node": "^18.16.3",
+        "@types/node": "^18.16.4",
        "typescript": "^5.0.4"
      }
    },
@@ -45,9 +45,9 @@
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-      "optional": true,
-      "peer": true,
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-        "dom-serializer": "^2.0.0",
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.3"
-      },
-      "funding": {
-        "url": "https://github.com/fb55/domutils?sponsor=1"
-      }
-    },
    "node_modules/dotenv": {
      "version": "16.0.3",
      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.0.3.tgz",
@@ -505,19 +342,6 @@
      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
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    },
-    "node_modules/entities": {
-      "version": "4.5.0",
-      "resolved": "https://registry.npmjs.org/entities/-/entities-4.5.0.tgz",
-      "integrity": "sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==",
-      "optional": true,
-      "peer": true,
-      "engines": {
-        "node": ">=0.12"
-      },
-      "funding": {
-        "url": "https://github.com/fb55/entities?sponsor=1"
-      }
-    },
    "node_modules/escalade": {
      "version": "3.1.1",
      "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.1.1.tgz",
@@ -623,26 +447,6 @@
        "node": "*"
      }
    },
-    "node_modules/htmlparser2": {
-      "version": "8.0.2",
-      "resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-8.0.2.tgz",
-      "integrity": "sha512-GYdjWKDkbRLkZ5geuHs5NY1puJ+PXwP7+fHPRz06Eirsb9ugf6d8kkXav6ADhcODhFFPMIXyxkxSuMf3D6NCFA==",
-      "funding": [
-        "https://github.com/fb55/htmlparser2?sponsor=1",
-        {
-          "type": "github",
-          "url": "https://github.com/sponsors/fb55"
-        }
-      ],
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.3",
-        "domutils": "^3.0.1",
-        "entities": "^4.4.0"
-      }
-    },
    "node_modules/ieee754": {
      "version": "1.2.1",
      "resolved": "https://registry.npmjs.org/ieee754/-/ieee754-1.2.1.tgz",
@@ -962,19 +766,6 @@
        }
      }
    },
-    "node_modules/nth-check": {
-      "version": "2.1.1",
-      "resolved": "https://registry.npmjs.org/nth-check/-/nth-check-2.1.1.tgz",
-      "integrity": "sha512-lqjrjmaOoAnWfMmBPL+XNnynZh2+swxiX3WUE0s4yEHI6m+AwrK2UZOimIRl3X/4QctVqS8AiZjFqyOGrMXb/w==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "boolbase": "^1.0.0"
-      },
-      "funding": {
-        "url": "https://github.com/fb55/nth-check?sponsor=1"
-      }
-    },
    "node_modules/num-sort": {
      "version": "2.1.0",
      "resolved": "https://registry.npmjs.org/num-sort/-/num-sort-2.1.0.tgz",
@@ -1457,9 +1248,9 @@
      "integrity": "sha512-Uy0+khmZqUrUGm5dmMqVlnvufZRSK0FbYzVgp0UMstm+F5+W2/jnEEQyc9vo1ZR/E5ZI/B1WjjoTqBqwJL6Krw=="
    },
    "@types/node": {
-      "version": "18.16.3",
-      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.16.3.tgz",
-      "integrity": "sha512-OPs5WnnT1xkCBiuQrZA4+YAV4HEJejmHneyraIaxsbev5yCEr6KMwINNFP9wQeFIw8FWcoTqF3vQsa5CDaI+8Q==",
+      "version": "18.16.4",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.16.4.tgz",
+      "integrity": "sha512-LUhvPmAKAbgm+p/K11IWszLZVoZDlMF4NRmqbhEzDz/CnCuehPkZXwZbBCKGJsgjnuVejotBwM7B3Scrq4EqDw==",
      "dev": true
    },
    "@types/retry": {
@@ -1520,13 +1311,6 @@
      "resolved": "https://registry.npmjs.org/binary-search/-/binary-search-1.3.6.tgz",
      "integrity": "sha512-nbE1WxOTTrUWIfsfZ4aHGYu5DOuNkbxGokjV6Z2kxfJK3uaAb8zNK1muzOeipoLHZjInT4Br88BHpzevc681xA=="
    },
-    "boolbase": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/boolbase/-/boolbase-1.0.0.tgz",
-      "integrity": "sha512-JZOSA7Mo9sNGB8+UjSgzdLtokWAky1zbztM3WRLCbZ70/3cTANmQmOdR7y2g+J0e2WXywy1yS468tY+IruqEww==",
-      "optional": true,
-      "peer": true
-    },
    "brace-expansion": {
      "version": "2.0.1",
      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.1.tgz",
@@ -1568,60 +1352,6 @@
        }
      }
    },
-    "cheerio": {
-      "version": "1.0.0-rc.12",
-      "resolved": "https://registry.npmjs.org/cheerio/-/cheerio-1.0.0-rc.12.tgz",
-      "integrity": "sha512-VqR8m68vM46BNnuZ5NtnGBKIE/DfN0cRIzg9n40EIq9NOv90ayxLBXA8fXC5gquFRGJSTRqBq25Jt2ECLR431Q==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "cheerio-select": "^2.1.0",
-        "dom-serializer": "^2.0.0",
-        "domhandler": "^5.0.3",
-        "domutils": "^3.0.1",
-        "htmlparser2": "^8.0.1",
-        "parse5": "^7.0.0",
-        "parse5-htmlparser2-tree-adapter": "^7.0.0"
-      },
-      "dependencies": {
-        "parse5": {
-          "version": "7.1.2",
-          "resolved": "https://registry.npmjs.org/parse5/-/parse5-7.1.2.tgz",
-          "integrity": "sha512-Czj1WaSVpaoj0wbhMzLmWD69anp2WH7FXMB9n1Sy8/ZFF9jolSQVMu1Ij5WIyGmcBmhk7EOndpO4mIpihVqAXw==",
-          "optional": true,
-          "peer": true,
-          "requires": {
-            "entities": "^4.4.0"
-          }
-        },
-        "parse5-htmlparser2-tree-adapter": {
-          "version": "7.0.0",
-          "resolved": "https://registry.npmjs.org/parse5-htmlparser2-tree-adapter/-/parse5-htmlparser2-tree-adapter-7.0.0.tgz",
-          "integrity": "sha512-B77tOZrqqfUfnVcOrUvfdLbz4pu4RopLD/4vmu3HUPswwTA8OH0EMW9BlWR2B0RCoiZRAHEUu7IxeP1Pd1UU+g==",
-          "optional": true,
-          "peer": true,
-          "requires": {
-            "domhandler": "^5.0.2",
-            "parse5": "^7.0.0"
-          }
-        }
-      }
-    },
-    "cheerio-select": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/cheerio-select/-/cheerio-select-2.1.0.tgz",
-      "integrity": "sha512-9v9kG0LvzrlcungtnJtpGNxY+fzECQKhK4EGJX2vByejiMX84MFNQw4UxPJl3bFbTMw+Dfs37XaIkCwTZfLh4g==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "boolbase": "^1.0.0",
-        "css-select": "^5.1.0",
-        "css-what": "^6.1.0",
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.3",
-        "domutils": "^3.0.1"
-      }
-    },
    "cli-highlight": {
      "version": "2.1.11",
      "resolved": "https://registry.npmjs.org/cli-highlight/-/cli-highlight-2.1.11.tgz",
@@ -1705,27 +1435,6 @@
        "node-fetch": "2.6.7"
      }
    },
-    "css-select": {
-      "version": "5.1.0",
-      "resolved": "https://registry.npmjs.org/css-select/-/css-select-5.1.0.tgz",
-      "integrity": "sha512-nwoRF1rvRRnnCqqY7updORDsuqKzqYJ28+oSMaJMMgOauh3fvwHqMS7EZpIPqK8GL+g9mKxF1vP/ZjSeNjEVHg==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "boolbase": "^1.0.0",
-        "css-what": "^6.1.0",
-        "domhandler": "^5.0.2",
-        "domutils": "^3.0.1",
-        "nth-check": "^2.0.1"
-      }
-    },
-    "css-what": {
-      "version": "6.1.0",
-      "resolved": "https://registry.npmjs.org/css-what/-/css-what-6.1.0.tgz",
-      "integrity": "sha512-HTUrgRJ7r4dsZKU6GjmpfRK1O76h97Z8MfS1G0FozR+oF2kG6Vfe8JE6zwrkbxigziPHinCJ+gCPjA9EaBDtRw==",
-      "optional": true,
-      "peer": true
-    },
    "debug": {
      "version": "4.3.4",
      "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz",
@@ -1739,47 +1448,6 @@
      "resolved": "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz",
      "integrity": "sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ=="
    },
-    "dom-serializer": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/dom-serializer/-/dom-serializer-2.0.0.tgz",
-      "integrity": "sha512-wIkAryiqt/nV5EQKqQpo3SToSOV9J0DnbJqwK7Wv/Trc92zIAYZ4FlMu+JPFW1DfGFt81ZTCGgDEabffXeLyJg==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.2",
-        "entities": "^4.2.0"
-      }
-    },
-    "domelementtype": {
-      "version": "2.3.0",
-      "resolved": "https://registry.npmjs.org/domelementtype/-/domelementtype-2.3.0.tgz",
-      "integrity": "sha512-OLETBj6w0OsagBwdXnPdN0cnMfF9opN69co+7ZrbfPGrdpPVNBUj02spi6B1N7wChLQiPn4CSH/zJvXw56gmHw==",
-      "optional": true,
-      "peer": true
-    },
-    "domhandler": {
-      "version": "5.0.3",
-      "resolved": "https://registry.npmjs.org/domhandler/-/domhandler-5.0.3.tgz",
-      "integrity": "sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "domelementtype": "^2.3.0"
-      }
-    },
-    "domutils": {
-      "version": "3.1.0",
-      "resolved": "https://registry.npmjs.org/domutils/-/domutils-3.1.0.tgz",
-      "integrity": "sha512-H78uMmQtI2AhgDJjWeQmHwJJ2bLPD3GMmO7Zja/ZZh84wkm+4ut+IUnUdRa8uCGX88DiVx1j6FRe1XfxEgjEZA==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "dom-serializer": "^2.0.0",
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.3"
-      }
-    },
    "dotenv": {
      "version": "16.0.3",
      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.0.3.tgz",
@@ -1790,13 +1458,6 @@
      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="
    },
-    "entities": {
-      "version": "4.5.0",
-      "resolved": "https://registry.npmjs.org/entities/-/entities-4.5.0.tgz",
-      "integrity": "sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==",
-      "optional": true,
-      "peer": true
-    },
    "escalade": {
      "version": "3.1.1",
      "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.1.1.tgz",
@@ -1864,19 +1525,6 @@
      "resolved": "https://registry.npmjs.org/highlight.js/-/highlight.js-10.7.3.tgz",
      "integrity": "sha512-tzcUFauisWKNHaRkN4Wjl/ZA07gENAjFl3J/c480dprkGTg5EQstgaNFqBfUqCq54kZRIEcreTsAgF/m2quD7A=="
    },
-    "htmlparser2": {
-      "version": "8.0.2",
-      "resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-8.0.2.tgz",
-      "integrity": "sha512-GYdjWKDkbRLkZ5geuHs5NY1puJ+PXwP7+fHPRz06Eirsb9ugf6d8kkXav6ADhcODhFFPMIXyxkxSuMf3D6NCFA==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "domelementtype": "^2.3.0",
-        "domhandler": "^5.0.3",
-        "domutils": "^3.0.1",
-        "entities": "^4.4.0"
-      }
-    },
    "ieee754": {
      "version": "1.2.1",
      "resolved": "https://registry.npmjs.org/ieee754/-/ieee754-1.2.1.tgz",
@@ -2024,16 +1672,6 @@
        "whatwg-url": "^5.0.0"
      }
    },
-    "nth-check": {
-      "version": "2.1.1",
-      "resolved": "https://registry.npmjs.org/nth-check/-/nth-check-2.1.1.tgz",
-      "integrity": "sha512-lqjrjmaOoAnWfMmBPL+XNnynZh2+swxiX3WUE0s4yEHI6m+AwrK2UZOimIRl3X/4QctVqS8AiZjFqyOGrMXb/w==",
-      "optional": true,
-      "peer": true,
-      "requires": {
-        "boolbase": "^1.0.0"
-      }
-    },
    "num-sort": {
      "version": "2.1.0",
      "resolved": "https://registry.npmjs.org/num-sort/-/num-sort-2.1.0.tgz",
--- a/examples/langchain/langchainjs-localai-example/package.json
+++ b/examples/langchain/langchainjs-localai-example/package.json
@@ -11,7 +11,7 @@
  "author": "dave@gray101.com",
  "license": "MIT",
  "devDependencies": {
-    "@types/node": "^18.16.3",
+    "@types/node": "^18.16.4",
    "typescript": "^5.0.4"
  },
  "dependencies": {
--- a/examples/langchain/langchainpy-localai-example/full_demo.py
+++ b/examples/langchain/langchainpy-localai-example/full_demo.py
@@ -1,4 +1,6 @@
 import os
+import logging
+
 from langchain.chat_models import ChatOpenAI
 from langchain import PromptTemplate, LLMChain
 from langchain.prompts.chat import (
@@ -13,6 +15,9 @@ from langchain.schema import (
    SystemMessage
 )

+# This logging incantation makes it easy to see that you're actually reaching your LocalAI instance rather than OpenAI.
+logging.basicConfig(level=logging.DEBUG)
+
 print('Langchain + LocalAI PYTHON Tests')

 base_path = os.environ.get('OPENAI_API_BASE', 'http://api:8080/v1')
@@ -24,7 +29,7 @@ chat = ChatOpenAI(temperature=0, openai_api_base=base_path, openai_api_key=key,

 print("Created ChatOpenAI for ", chat.model_name)

-template = "You are a helpful assistant that translates {input_language} to {output_language}."
+template = "You are a helpful assistant that translates {input_language} to {output_language}. The next message will be a sentence in {input_language}. Respond ONLY with the translation in {output_language}. Do not respond in {input_language}!"
 system_message_prompt = SystemMessagePromptTemplate.from_template(template)
 human_template = "{text}"
 human_message_prompt = HumanMessagePromptTemplate.from_template(human_template)
@@ -34,6 +39,8 @@ chat_prompt = ChatPromptTemplate.from_messages([system_message_prompt, human_mes
 print("ABOUT to execute")

 # get a chat completion from the formatted messages
-chat(chat_prompt.format_prompt(input_language="English", output_language="French", text="I love programming.").to_messages())
+response = chat(chat_prompt.format_prompt(input_language="English", output_language="French", text="I love programming.").to_messages())
+
+print(response)

 print(".");
--- a/examples/langchain/langchainpy-localai-example/requirements.txt
+++ b/examples/langchain/langchainpy-localai-example/requirements.txt
@@ -10,7 +10,7 @@ debugpy==1.6.7
 frozenlist==1.3.3
 greenlet==2.0.2
 idna==3.4
-langchain==0.0.157
+langchain==0.0.159
 marshmallow==3.19.0
 marshmallow-enum==1.5.1
 multidict==6.0.4
--- a/examples/langchain/models/gpt-3.5-turbo.yaml
+++ b/examples/langchain/models/gpt-3.5-turbo.yaml
@@ -15,4 +15,4 @@ roles:
 backend: "gptj"
 template:
  completion: completion
-  chat: completion # gpt4all
+  chat: gpt4all
--- a/examples/query_data/query.py
+++ b/examples/query_data/query.py
@@ -7,9 +7,10 @@ from llama_index import   LLMPredictor, PromptHelper, ServiceContext
 from langchain.llms.openai import OpenAI
 from llama_index import StorageContext, load_index_from_storage

+base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')

 # This example uses text-davinci-003 by default; feel free to change if desired
-llm_predictor = LLMPredictor(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo",openai_api_base="http://localhost:8080/v1"))
+llm_predictor = LLMPredictor(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo",openai_api_base=base_path))

 # Configure prompt parameters and initialise helper
 max_input_size = 1024
--- a/examples/query_data/store.py
+++ b/examples/query_data/store.py
@@ -7,8 +7,10 @@ from llama_index import GPTVectorStoreIndex, SimpleDirectoryReader, LLMPredictor
 from langchain.llms.openai import OpenAI
 from llama_index import StorageContext, load_index_from_storage

+base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
+
 # This example uses text-davinci-003 by default; feel free to change if desired
-llm_predictor = LLMPredictor(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo",openai_api_base="http://localhost:8080/v1"))
+llm_predictor = LLMPredictor(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path))

 # Configure prompt parameters and initialise helper
 max_input_size = 256
--- a/go.mod
+++ b/go.mod
@@ -6,7 +6,7 @@ require (
 	github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be
 	github.com/go-skynet/go-gpt2.cpp v0.0.0-20230422085954-245a5bfe6708
 	github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c
-	github.com/go-skynet/go-llama.cpp v0.0.0-20230504223241-67ff6a4db244
+	github.com/go-skynet/go-llama.cpp v0.0.0-20230505100647-691d479d3675
 	github.com/gofiber/fiber/v2 v2.44.0
 	github.com/hashicorp/go-multierror v1.1.1
 	github.com/onsi/ginkgo/v2 v2.9.4
@@ -57,4 +57,3 @@ require (
 	golang.org/x/tools v0.8.0 // indirect
 	gopkg.in/yaml.v2 v2.4.0 // indirect
 )
-
--- a/go.sum
+++ b/go.sum
@@ -16,6 +16,7 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be h1:3Hic97PY6hcw/SY44RuR7kyONkxd744RFeRrqckzwNQ=
 github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
 github.com/go-logr/logr v1.2.4 h1:g01GSCwiDw2xSZfjJ2/T9M+S6pFdcNtFYsp+Y43HYDQ=
 github.com/go-logr/logr v1.2.4/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
@@ -29,9 +30,13 @@ github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7
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Author	SHA1	Message	Date
mudler	18f5a1f7db	example: add langchain agent	2023-05-07 00:15:12 +02:00
ci-robbot [bot]	cbdcc839f3	⬆️ Update go-skynet/go-llama.cpp (#201 ) Signed-off-by: GitHub <noreply@github.com> Co-authored-by: mudler <mudler@users.noreply.github.com>	2023-05-06 22:49:44 +02:00
mudler	e1c8f087f4	Update README	2023-05-06 19:18:03 +02:00
mudler	3a90ea44a5	Update readme and examples	2023-05-06 19:15:22 +02:00
renovate[bot]	e55492475d	fix(deps): update github.com/go-skynet/go-llama.cpp digest to 691d479 (#189 ) Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>	2023-05-06 00:42:31 +02:00
Dave	07ec2e441d	mini fix - OpenAI documentation url (#200 )	2023-05-06 00:42:08 +02:00
ci-robbot [bot]	38d7e0b43c	⬆️ Update go-skynet/go-llama.cpp (#198 ) Signed-off-by: GitHub <noreply@github.com> Co-authored-by: mudler <mudler@users.noreply.github.com>	2023-05-06 00:21:48 +02:00
Dave	3411bfd00d	Langchain Example Updates (#199 )	2023-05-06 00:21:06 +02:00