diff --git a/README.md b/README.md
index ccd1430..ddc15e2 100644
--- a/README.md
+++ b/README.md
@@ -61,5 +61,7 @@ Copy .env_sample and create .env with your openai api token
## [How to use any other documentation](https://github.com/arc53/docsgpt/wiki/How-to-train-on-other-documentation)
+## [How to host it locally (so all data will stay on-premises)](https://github.com/arc53/DocsGPT/wiki/How-to-use-different-LLM's#hosting-everything-locally)
+
Built with [🦜️🔗 LangChain](https://github.com/hwchase17/langchain)
diff --git a/application/app.py b/application/app.py
index c114c63..b6360ae 100644
--- a/application/app.py
+++ b/application/app.py
@@ -1,54 +1,88 @@
import os
-import pickle
+import json
+
import dotenv
-import datetime
+import requests
from flask import Flask, request, render_template
-# os.environ["LANGCHAIN_HANDLER"] = "langchain"
-import faiss
-from langchain import OpenAI, VectorDBQA
+from langchain import FAISS
+from langchain import OpenAI, VectorDBQA, HuggingFaceHub, Cohere
from langchain.chains.question_answering import load_qa_chain
+from langchain.embeddings import OpenAIEmbeddings, HuggingFaceHubEmbeddings, CohereEmbeddings, HuggingFaceInstructEmbeddings
from langchain.prompts import PromptTemplate
-import requests
+
+# os.environ["LANGCHAIN_HANDLER"] = "langchain"
+
+if os.getenv("LLM_NAME") is not None:
+ llm_choice = os.getenv("LLM_NAME")
+else:
+ llm_choice = "openai"
+
+if os.getenv("EMBEDDINGS_NAME") is not None:
+ embeddings_choice = os.getenv("EMBEDDINGS_NAME")
+else:
+ embeddings_choice = "openai_text-embedding-ada-002"
+
+
+
+if llm_choice == "manifest":
+ from manifest import Manifest
+ from langchain.llms.manifest import ManifestWrapper
+
+ manifest = Manifest(
+ client_name="huggingface",
+ client_connection="http://127.0.0.1:5000"
+ )
# Redirect PosixPath to WindowsPath on Windows
import platform
+
if platform.system() == "Windows":
import pathlib
+
temp = pathlib.PosixPath
pathlib.PosixPath = pathlib.WindowsPath
# loading the .env file
dotenv.load_dotenv()
-
with open("combine_prompt.txt", "r") as f:
template = f.read()
-# check if OPENAI_API_KEY is set
-if os.getenv("OPENAI_API_KEY") is not None:
- api_key_set = True
+with open("combine_prompt_hist.txt", "r") as f:
+ template_hist = f.read()
+if os.getenv("API_KEY") is not None:
+ api_key_set = True
else:
api_key_set = False
-
-
+if os.getenv("EMBEDDINGS_KEY") is not None:
+ embeddings_key_set = True
+else:
+ embeddings_key_set = False
app = Flask(__name__)
@app.route("/")
def home():
- return render_template("index.html", api_key_set=api_key_set)
+ return render_template("index.html", api_key_set=api_key_set, llm_choice=llm_choice,
+ embeddings_choice=embeddings_choice)
@app.route("/api/answer", methods=["POST"])
def api_answer():
data = request.get_json()
question = data["question"]
+ history = data["history"]
if not api_key_set:
api_key = data["api_key"]
else:
- api_key = os.getenv("OPENAI_API_KEY")
+ api_key = os.getenv("API_KEY")
+ if not embeddings_key_set:
+ embeddings_key = data["embeddings_key"]
+ else:
+ embeddings_key = os.getenv("EMBEDDINGS_KEY")
+
# check if the vectorstore is set
if "active_docs" in data:
@@ -59,25 +93,37 @@ def api_answer():
vectorstore = ""
# loading the index and the store and the prompt template
- index = faiss.read_index(f"{vectorstore}docs.index")
+ # Note if you have used other embeddings than OpenAI, you need to change the embeddings
+ if embeddings_choice == "openai_text-embedding-ada-002":
+ docsearch = FAISS.load_local(vectorstore, OpenAIEmbeddings(openai_api_key=embeddings_key))
+ elif embeddings_choice == "huggingface_sentence-transformers/all-mpnet-base-v2":
+ docsearch = FAISS.load_local(vectorstore, HuggingFaceHubEmbeddings())
+ elif embeddings_choice == "huggingface_hkunlp/instructor-large":
+ docsearch = FAISS.load_local(vectorstore, HuggingFaceInstructEmbeddings())
+ elif embeddings_choice == "cohere_medium":
+ docsearch = FAISS.load_local(vectorstore, CohereEmbeddings(cohere_api_key=embeddings_key))
- with open(f"{vectorstore}faiss_store.pkl", "rb") as f:
- store = pickle.load(f)
-
- store.index = index
# create a prompt template
- c_prompt = PromptTemplate(input_variables=["summaries", "question"], template=template)
- # create a chain with the prompt template and the store
-
- #chain = VectorDBQA.from_llm(llm=OpenAI(openai_api_key=api_key, temperature=0), vectorstore=store, combine_prompt=c_prompt)
- # chain = VectorDBQA.from_chain_type(llm=OpenAI(openai_api_key=api_key, temperature=0), chain_type='map_reduce',
- # vectorstore=store)
-
- qa_chain = load_qa_chain(OpenAI(openai_api_key=api_key, temperature=0), chain_type="map_reduce",
+ if history:
+ history = json.loads(history)
+ template_temp = template_hist.replace("{historyquestion}", history[0]).replace("{historyanswer}", history[1])
+ c_prompt = PromptTemplate(input_variables=["summaries", "question"], template=template_temp, template_format="jinja2")
+ else:
+ c_prompt = PromptTemplate(input_variables=["summaries", "question"], template=template, template_format="jinja2")
+
+ if llm_choice == "openai":
+ llm = OpenAI(openai_api_key=api_key, temperature=0)
+ elif llm_choice == "manifest":
+ llm = ManifestWrapper(client=manifest, llm_kwargs={"temperature": 0.001, "max_tokens": 2048})
+ elif llm_choice == "huggingface":
+ llm = HuggingFaceHub(repo_id="bigscience/bloom", huggingfacehub_api_token=api_key)
+ elif llm_choice == "cohere":
+ llm = Cohere(model="command-xlarge-nightly", cohere_api_key=api_key)
+
+ qa_chain = load_qa_chain(llm=llm, chain_type="map_reduce",
combine_prompt=c_prompt)
- chain = VectorDBQA(combine_documents_chain=qa_chain, vectorstore=store)
-
+ chain = VectorDBQA(combine_documents_chain=qa_chain, vectorstore=docsearch, k=4)
# fetch the answer
result = chain({"query": question})
@@ -94,30 +140,33 @@ def api_answer():
# }
return result
+
@app.route("/api/docs_check", methods=["POST"])
def check_docs():
# check if docs exist in a vectorstore folder
data = request.get_json()
vectorstore = "vectors/" + data["docs"]
base_path = 'https://raw.githubusercontent.com/arc53/DocsHUB/main/'
- #
- if os.path.exists(vectorstore):
+ if os.path.exists(vectorstore) or data["docs"] == "default":
return {"status": 'exists'}
else:
- r = requests.get(base_path + vectorstore + "docs.index")
- # save to vectors directory
- # check if the directory exists
- if not os.path.exists(vectorstore):
- os.makedirs(vectorstore)
-
- with open(vectorstore + "docs.index", "wb") as f:
- f.write(r.content)
- # download the store
- r = requests.get(base_path + vectorstore + "faiss_store.pkl")
- with open(vectorstore + "faiss_store.pkl", "wb") as f:
- f.write(r.content)
-
- return {"status": 'loaded'}
+ r = requests.get(base_path + vectorstore + "index.faiss")
+
+ if r.status_code != 200:
+ return {"status": 'null'}
+ else:
+ if not os.path.exists(vectorstore):
+ os.makedirs(vectorstore)
+ with open(vectorstore + "index.faiss", "wb") as f:
+ f.write(r.content)
+
+ # download the store
+ r = requests.get(base_path + vectorstore + "index.pkl")
+ with open(vectorstore + "index.pkl", "wb") as f:
+ f.write(r.content)
+
+ return {"status": 'loaded'}
+
# handling CORS
@app.after_request
diff --git a/application/combine_prompt.txt b/application/combine_prompt.txt
index ced95a8..5eaccb7 100644
--- a/application/combine_prompt.txt
+++ b/application/combine_prompt.txt
@@ -20,8 +20,8 @@ Source: 0-pl
FINAL ANSWER: You can't eat vegetables using pandas. You can only eat them using your mouth.
SOURCES:
-QUESTION: {question}
+QUESTION: {{ question }}
=========
-{summaries}
+{{ summaries }}
=========
FINAL ANSWER:
\ No newline at end of file
diff --git a/application/combine_prompt_hist.txt b/application/combine_prompt_hist.txt
new file mode 100644
index 0000000..be75ea1
--- /dev/null
+++ b/application/combine_prompt_hist.txt
@@ -0,0 +1,27 @@
+You are a DocsGPT bot assistant by Arc53 that provides help with programming libraries. You give thorough answers with code examples.
+Given the following extracted parts of a long document and a question, create a final answer with references ("SOURCES").
+ALWAYS return a "SOURCES" part in your answer. You can also remeber things from previous questions and use them in your answer.
+
+QUESTION: How to merge tables in pandas?
+=========
+Content: pandas provides various facilities for easily combining together Series or DataFrame with various kinds of set logic for the indexes and relational algebra functionality in the case of join / merge-type operations.
+Source: 28-pl
+Content: pandas provides a single function, merge(), as the entry point for all standard database join operations between DataFrame or named Series objects: \n\npandas.merge(left, right, how='inner', on=None, left_on=None, right_on=None, left_index=False, right_index=False, sort=False, suffixes=('_x', '_y'), copy=True, indicator=False, validate=None)
+Source: 30-pl
+=========
+FINAL ANSWER: To merge two tables in pandas, you can use the pd.merge() function. The basic syntax is: \n\npd.merge(left, right, on, how) \n\nwhere left and right are the two tables to merge, on is the column to merge on, and how is the type of merge to perform. \n\nFor example, to merge the two tables df1 and df2 on the column 'id', you can use: \n\npd.merge(df1, df2, on='id', how='inner')
+SOURCES: 28-pl 30-pl
+
+QUESTION: {{ historyquestion }}
+=========
+CONTENT:
+SOURCE:
+=========
+FINAL ANSWER: {{ historyanswer }}
+SOURCES:
+
+QUESTION: {{ question }}
+=========
+{{ summaries }}
+=========
+FINAL ANSWER:
\ No newline at end of file
diff --git a/application/docs.index b/application/docs.index
deleted file mode 100644
index b5e3300..0000000
Binary files a/application/docs.index and /dev/null differ
diff --git a/application/faiss_store.pkl b/application/faiss_store.pkl
deleted file mode 100644
index bef85b3..0000000
Binary files a/application/faiss_store.pkl and /dev/null differ
diff --git a/application/index.faiss b/application/index.faiss
new file mode 100644
index 0000000..f7f30d3
Binary files /dev/null and b/application/index.faiss differ
diff --git a/application/index.pkl b/application/index.pkl
new file mode 100644
index 0000000..953e895
Binary files /dev/null and b/application/index.pkl differ
diff --git a/application/requirements.txt b/application/requirements.txt
index 7972f8c..12c9e65 100644
--- a/application/requirements.txt
+++ b/application/requirements.txt
@@ -45,6 +45,7 @@ pytz==2022.7.1
PyYAML==6.0
regex==2022.10.31
requests==2.28.2
+retry==0.9.2
six==1.16.0
snowballstemmer==2.2.0
Sphinx==6.1.3
@@ -64,6 +65,6 @@ typer==0.7.0
typing-inspect==0.8.0
typing_extensions==4.4.0
urllib3==1.26.14
-Werkzeug==2.2.2
+Werkzeug==2.2.3
XlsxWriter==3.0.8
yarl==1.8.2
diff --git a/application/static/src/chat.js b/application/static/src/chat.js
index 832b8e2..553d7f3 100644
--- a/application/static/src/chat.js
+++ b/application/static/src/chat.js
@@ -25,6 +25,8 @@ if (el) {
body: JSON.stringify({question: message,
api_key: localStorage.getItem('apiKey'),
+ embeddings_key: localStorage.getItem('apiKey'),
+ history: localStorage.getItem('chatHistory'),
active_docs: localStorage.getItem('activeDocs')}),
})
.then(response => response.json())
@@ -38,9 +40,12 @@ if (el) {
chatWindow.scrollTop = chatWindow.scrollHeight;
document.getElementById("button-submit").innerHTML = 'Send';
document.getElementById("button-submit").disabled = false;
+ let chatHistory = [message, data.answer];
+ localStorage.setItem('chatHistory', JSON.stringify(chatHistory));
})
.catch((error) => {
console.error('Error:', error);
+ console.log(error);
document.getElementById("button-submit").innerHTML = 'Send';
document.getElementById("button-submit").disabled = false;
});
diff --git a/application/templates/index.html b/application/templates/index.html
index f916f14..e6dad78 100644
--- a/application/templates/index.html
+++ b/application/templates/index.html
@@ -131,13 +131,17 @@ This will return a new DataFrame with all the columns from both tables, and only
var option = document.createElement("option");
if (docsIndex[key].name == docsIndex[key].language) {
option.text = docsIndex[key].name + " " + docsIndex[key].version;
- option.value = docsIndex[key].name + "/" + ".project" + "/" + docsIndex[key].version + "/";
- select.add(option);
+ option.value = docsIndex[key].name + "/" + ".project" + "/" + docsIndex[key].version + "/{{ embeddings_choice }}/";
+ if (docsIndex[key].model == "{{ embeddings_choice }}") {
+ select.add(option);
+ }
}
else {
option.text = docsIndex[key].name + " " + docsIndex[key].version;
- option.value = docsIndex[key].language + "/" + docsIndex[key].name + "/" + docsIndex[key].version + "/";
- select.add(option);
+ option.value = docsIndex[key].language + "/" + docsIndex[key].name + "/" + docsIndex[key].version + "/{{ embeddings_choice }}/";
+ if (docsIndex[key].model == "{{ embeddings_choice }}") {
+ select.add(option);
+ }
}
}
diff --git a/frontend/.eslintrc.cjs b/frontend/.eslintrc.cjs
index a96edf8..3e2cfac 100644
--- a/frontend/.eslintrc.cjs
+++ b/frontend/.eslintrc.cjs
@@ -19,6 +19,12 @@ module.exports = {
plugins: ['react'],
rules: {
'react/react-in-jsx-scope': 'off',
+ 'prettier/prettier': [
+ 'error',
+ {
+ endOfLine: 'auto',
+ },
+ ],
},
settings: {
'import/parsers': {
@@ -34,10 +40,4 @@ module.exports = {
},
},
},
- 'prettier/prettier': [
- 'error',
- {
- endOfLine: 'auto',
- },
- ],
-}
+};
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index c86fdb0..e41a1ae 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -1,5737 +1,8 @@
{
"name": "frontend",
"version": "0.0.0",
- "lockfileVersion": 2,
+ "lockfileVersion": 1,
"requires": true,
- "packages": {
- "": {
- "name": "frontend",
- "version": "0.0.0",
- "dependencies": {
- "react": "^18.2.0",
- "react-dom": "^18.2.0",
- "react-router-dom": "^6.8.1"
- },
- "devDependencies": {
- "@types/react": "^18.0.27",
- "@types/react-dom": "^18.0.10",
- "@typescript-eslint/eslint-plugin": "^5.51.0",
- "@typescript-eslint/parser": "^5.51.0",
- "@vitejs/plugin-react": "^3.1.0",
- "autoprefixer": "^10.4.13",
- "eslint": "^8.33.0",
- "eslint-config-prettier": "^8.6.0",
- "eslint-config-standard-with-typescript": "^34.0.0",
- "eslint-plugin-import": "^2.27.5",
- "eslint-plugin-n": "^15.6.1",
- "eslint-plugin-prettier": "^4.2.1",
- "eslint-plugin-promise": "^6.1.1",
- "eslint-plugin-react": "^7.32.2",
- "husky": "^8.0.0",
- "lint-staged": "^13.1.1",
- "postcss": "^8.4.21",
- "prettier": "^2.8.4",
- "prettier-plugin-tailwindcss": "^0.2.2",
- "tailwindcss": "^3.2.4",
- "typescript": "^4.9.5",
- "vite": "^4.1.0"
- }
- },
- "node_modules/@ampproject/remapping": {
- "version": "2.2.0",
- "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.0.tgz",
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- "dev": true,
- "dependencies": {
- "@jridgewell/gen-mapping": "^0.1.0",
- "@jridgewell/trace-mapping": "^0.3.9"
- },
- "engines": {
- "node": ">=6.0.0"
- }
- },
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- "dependencies": {
- "@babel/highlight": "^7.18.6"
- },
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- }
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- "dev": true,
- "engines": {
- "node": ">=6.9.0"
- }
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- "version": "7.20.12",
- "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.20.12.tgz",
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- "@babel/code-frame": "^7.18.6",
- "@babel/generator": "^7.20.7",
- "@babel/helper-compilation-targets": "^7.20.7",
- "@babel/helper-module-transforms": "^7.20.11",
- "@babel/helpers": "^7.20.7",
- "@babel/parser": "^7.20.7",
- "@babel/template": "^7.20.7",
- "@babel/traverse": "^7.20.12",
- "@babel/types": "^7.20.7",
- "convert-source-map": "^1.7.0",
- "debug": "^4.1.0",
- "gensync": "^1.0.0-beta.2",
- "json5": "^2.2.2",
- "semver": "^6.3.0"
- },
- "engines": {
- "node": ">=6.9.0"
- },
- "funding": {
- "type": "opencollective",
- "url": "https://opencollective.com/babel"
- }
- },
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"version": "16.13.1",
"resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
- "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==",
- "dev": true
+ "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ=="
+ },
+ "react-redux": {
+ "version": "8.0.5",
+ "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-8.0.5.tgz",
+ "integrity": "sha512-Q2f6fCKxPFpkXt1qNRZdEDLlScsDWyrgSj0mliK59qU6W5gvBiKkdMEG2lJzhd1rCctf0hb6EtePPLZ2e0m1uw==",
+ "requires": {
+ "@babel/runtime": "^7.12.1",
+ "@types/hoist-non-react-statics": "^3.3.1",
+ "@types/use-sync-external-store": "^0.0.3",
+ "hoist-non-react-statics": "^3.3.2",
+ "react-is": "^18.0.0",
+ "use-sync-external-store": "^1.0.0"
+ },
+ "dependencies": {
+ "react-is": {
+ "version": "18.2.0",
+ "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.2.0.tgz",
+ "integrity": "sha512-xWGDIW6x921xtzPkhiULtthJHoJvBbF3q26fzloPCK0hsvxtPVelvftw3zjbHWSkR2km9Z+4uxbDDK/6Zw9B8w=="
+ }
+ }
},
"react-refresh": {
"version": "0.14.0",
@@ -8964,6 +3291,24 @@
"picomatch": "^2.2.1"
}
},
+ "redux": {
+ "version": "4.2.1",
+ "resolved": "https://registry.npmjs.org/redux/-/redux-4.2.1.tgz",
+ "integrity": "sha512-LAUYz4lc+Do8/g7aeRa8JkyDErK6ekstQaqWQrNRW//MY1TvCEpMtpTWvlQ+FPbWCx+Xixu/6SHt5N0HR+SB4w==",
+ "requires": {
+ "@babel/runtime": "^7.9.2"
+ }
+ },
+ "redux-thunk": {
+ "version": "2.4.2",
+ "resolved": "https://registry.npmjs.org/redux-thunk/-/redux-thunk-2.4.2.tgz",
+ "integrity": "sha512-+P3TjtnP0k/FEjcBL5FZpoovtvrTNT/UXd4/sluaSyrURlSlhLSzEdfsTBW7WsKB6yPvgd7q/iZPICFjW4o57Q=="
+ },
+ "regenerator-runtime": {
+ "version": "0.13.11",
+ "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz",
+ "integrity": "sha512-kY1AZVr2Ra+t+piVaJ4gxaFaReZVH40AKNo7UCX6W+dEwBo/2oZJzqfuN1qLq1oL45o56cPaTXELwrTh8Fpggg=="
+ },
"regexp.prototype.flags": {
"version": "1.4.3",
"resolved": "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.4.3.tgz",
@@ -8981,6 +3326,11 @@
"integrity": "sha512-pq2bWo9mVD43nbts2wGv17XLiNLya+GklZ8kaDLV2Z08gDCsGpnKn9BFMepvWuHCbyVvY7J5o5+BVvoQbmlJLg==",
"dev": true
},
+ "reselect": {
+ "version": "4.1.7",
+ "resolved": "https://registry.npmjs.org/reselect/-/reselect-4.1.7.tgz",
+ "integrity": "sha512-Zu1xbUt3/OPwsXL46hvOOoQrap2azE7ZQbokq61BQfiXvhewsKDwhMeZjTX9sX0nvw1t/U5Audyn1I9P/m9z0A=="
+ },
"resolve": {
"version": "1.22.1",
"resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.1.tgz",
@@ -9441,6 +3791,11 @@
"punycode": "^2.1.0"
}
},
+ "use-sync-external-store": {
+ "version": "1.2.0",
+ "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.2.0.tgz",
+ "integrity": "sha512-eEgnFxGQ1Ife9bzYs6VLi8/4X6CObHMw9Qr9tPY43iKwsPw8xE8+EFsf/2cFZ5S3esXgpWgtSCtLNS41F+sKPA=="
+ },
"util-deprecate": {
"version": "1.0.2",
"resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index b00008f..c63a305 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -19,8 +19,10 @@
]
},
"dependencies": {
+ "@reduxjs/toolkit": "^1.9.2",
"react": "^18.2.0",
"react-dom": "^18.2.0",
+ "react-redux": "^8.0.5",
"react-router-dom": "^6.8.1"
},
"devDependencies": {
diff --git a/frontend/src/About.tsx b/frontend/src/About.tsx
new file mode 100644
index 0000000..ddf6d8e
--- /dev/null
+++ b/frontend/src/About.tsx
@@ -0,0 +1,54 @@
+//TODO - Add hyperlinks to text
+//TODO - Styling
+
+export default function About() {
+ return (
+ //Parent div for all content shown through App.tsx routing needs to have this styling. Might change when state management is updated.
+
+
+ About DocsGPT 🦖
+
+ Find the information in your documentation through AI-powered
+ open-source chatbot. Powered by GPT-3, Faiss and LangChain.
+
+
+
+
+ If you want to add your own documentation, please follow the
+ instruction below:
+
+
+ 1. Navigate to{' '}
+ /application folder
+
+
+ 2. Install dependencies from{' '}
+
+ pip install -r requirements.txt
+
+
+
+ 3. Prepare a .env file.
+ Copy .env_sample and
+ create .env with your
+ OpenAI API token
+
+
+ 4. Run the app with{' '}
+ python app.py
+
+
+
+
+ Currently It uses python pandas documentation, so it will respond to
+ information relevant to pandas. If you want to train it on different
+ documentation - please follow this guide.
+
+
+
+ If you want to launch it on your own server - follow this guide.
+
+
+
+ );
+}
diff --git a/frontend/src/App.css b/frontend/src/App.css
deleted file mode 100644
index a43cf76..0000000
--- a/frontend/src/App.css
+++ /dev/null
@@ -1,4 +0,0 @@
-html,
-body {
- min-height: 100vh;
-}
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 2c0a6da..b0c6cb2 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -1,55 +1,29 @@
-import { useEffect, useState } from 'react';
import { Routes, Route } from 'react-router-dom';
-import Navigation from './components/Navigation/Navigation';
-import DocsGPT from './components/DocsGPT';
-import APIKeyModal from './components/APIKeyModal';
-import './App.css';
+import Navigation from './Navigation';
+import Conversation from './conversation/Conversation';
+import About from './About';
+import { useState } from 'react';
+import { ActiveState } from './models/misc';
export default function App() {
- //Currently using primitive state management. Will most likely be replaced with Redux.
- const [isMobile, setIsMobile] = useState(true);
- const [isMenuOpen, setIsMenuOpen] = useState(true);
- const [isApiModalOpen, setIsApiModalOpen] = useState(true);
- const [apiKey, setApiKey] = useState('');
-
- const handleResize = () => {
- if (window.innerWidth > 768 && isMobile) {
- setIsMobile(false);
- } else {
- setIsMobile(true);
- }
- };
-
- useEffect(() => {
- window.addEventListener('resize', handleResize);
- handleResize();
-
- return () => {
- window.removeEventListener('resize', handleResize);
- };
- }, []);
+ const [navState, setNavState] = useState('ACTIVE');
return (
-
-
+
setNavState(val)}
/>
-
- } />
-
+
+
+ } />
+ } />
+
+
);
}
diff --git a/frontend/src/Avatar.tsx b/frontend/src/Avatar.tsx
new file mode 100644
index 0000000..123b383
--- /dev/null
+++ b/frontend/src/Avatar.tsx
@@ -0,0 +1,9 @@
+export default function Avatar({
+ avatar,
+ size,
+}: {
+ avatar: string;
+ size?: 'SMALL' | 'MEDIUM' | 'LARGE';
+}) {
+ return
{avatar}
;
+}
diff --git a/frontend/src/Hero.tsx b/frontend/src/Hero.tsx
new file mode 100644
index 0000000..817ba8b
--- /dev/null
+++ b/frontend/src/Hero.tsx
@@ -0,0 +1,21 @@
+export default function Hero({ className = '' }: { className?: string }) {
+ return (
+
+
+ DocsGPT 🦖
+
+
+ Welcome to DocsGPT, your technical documentation assistant!
+
+
+ Enter a query related to the information in the documentation you
+ selected to receive and we will provide you with the most relevant
+ answers.
+
+
+ Start by entering your query in the input field below and we will do the
+ rest!
+
+
+ );
+}
diff --git a/frontend/src/Navigation.tsx b/frontend/src/Navigation.tsx
new file mode 100644
index 0000000..2b4fd23
--- /dev/null
+++ b/frontend/src/Navigation.tsx
@@ -0,0 +1,97 @@
+import { NavLink } from 'react-router-dom';
+import Arrow1 from './assets/arrow.svg';
+import Hamburger from './assets/hamburger.svg';
+import Key from './assets/key.svg';
+import Info from './assets/info.svg';
+import Link from './assets/link.svg';
+import { ActiveState } from './models/misc';
+import APIKeyModal from './preferences/APIKeyModal';
+import { useSelector } from 'react-redux';
+import { selectApiKeyStatus } from './preferences/preferenceSlice';
+import { useState } from 'react';
+
+//TODO - Need to replace Chat button to open secondary nav with scrollable past chats option and new chat at top
+//TODO - Need to add Discord and Github links
+
+export default function Navigation({
+ navState,
+ setNavState,
+}: {
+ navState: ActiveState;
+ setNavState: (val: ActiveState) => void;
+}) {
+ const isApiKeySet = useSelector(selectApiKeyStatus);
+ const [apiKeyModalState, setApiKeyModalState] = useState
(
+ isApiKeySet ? 'INACTIVE' : 'ACTIVE',
+ );
+ return (
+ <>
+
+
+
+ setNavState(navState === 'ACTIVE' ? 'INACTIVE' : 'ACTIVE')
+ }
+ >
+
+
+
+
+
+
+
{
+ setApiKeyModalState('ACTIVE');
+ }}
+ >
+
+
Reset Key
+
+
+
+
+
+
+ About
+
+
+
+
+
Discord
+
+
+
+
+
Github
+
+
+
+ setNavState('ACTIVE')}
+ >
+
+
+
+ >
+ );
+}
diff --git a/frontend/src/components/Navigation/imgs/arrow.svg b/frontend/src/assets/arrow.svg
similarity index 100%
rename from frontend/src/components/Navigation/imgs/arrow.svg
rename to frontend/src/assets/arrow.svg
diff --git a/frontend/src/assets/exit.svg b/frontend/src/assets/exit.svg
new file mode 100644
index 0000000..e27c3ee
--- /dev/null
+++ b/frontend/src/assets/exit.svg
@@ -0,0 +1,10 @@
+
+
+
+
+
+
+
+
+
+
diff --git a/frontend/src/assets/hamburger.svg b/frontend/src/assets/hamburger.svg
new file mode 100644
index 0000000..cfed15f
--- /dev/null
+++ b/frontend/src/assets/hamburger.svg
@@ -0,0 +1,3 @@
+
+
+
diff --git a/frontend/src/components/Navigation/imgs/info.svg b/frontend/src/assets/info.svg
similarity index 100%
rename from frontend/src/components/Navigation/imgs/info.svg
rename to frontend/src/assets/info.svg
diff --git a/frontend/src/components/Navigation/imgs/key.svg b/frontend/src/assets/key.svg
similarity index 100%
rename from frontend/src/components/Navigation/imgs/key.svg
rename to frontend/src/assets/key.svg
diff --git a/frontend/src/components/Navigation/imgs/link.svg b/frontend/src/assets/link.svg
similarity index 100%
rename from frontend/src/components/Navigation/imgs/link.svg
rename to frontend/src/assets/link.svg
diff --git a/frontend/src/assets/send.svg b/frontend/src/assets/send.svg
new file mode 100644
index 0000000..f31b69b
--- /dev/null
+++ b/frontend/src/assets/send.svg
@@ -0,0 +1,3 @@
+
+
+
diff --git a/frontend/src/assets/spinner.svg b/frontend/src/assets/spinner.svg
new file mode 100644
index 0000000..e18eaac
--- /dev/null
+++ b/frontend/src/assets/spinner.svg
@@ -0,0 +1,9 @@
+
+
+
+
+
+
+
+
+
diff --git a/frontend/src/components/APIKeyModal.tsx b/frontend/src/components/APIKeyModal.tsx
deleted file mode 100644
index 4a23bb7..0000000
--- a/frontend/src/components/APIKeyModal.tsx
+++ /dev/null
@@ -1,60 +0,0 @@
-import { useState } from 'react';
-
-export default function APIKeyModal({
- isApiModalOpen,
- setIsApiModalOpen,
- apiKey,
- setApiKey,
-}: {
- isApiModalOpen: boolean;
- setIsApiModalOpen: React.Dispatch>;
- apiKey: string;
- setApiKey: React.Dispatch>;
-}) {
- const [formError, setFormError] = useState(false);
-
- const handleResetKey = () => {
- if (!apiKey) {
- setFormError(true);
- } else {
- setFormError(false);
- setIsApiModalOpen(false);
- }
- };
-
- return (
-
-
-
OpenAI API Key
-
- Before you can start using DocsGPT we need you to provide an API key
- for llm. Currently, we support only OpenAI but soon many more. You can
- find it here.
-
-
setApiKey(e.target.value)}
- />
-
- {formError && (
-
Please enter a valid API key
- )}
-
- Save
-
-
-
-
- );
-}
diff --git a/frontend/src/components/DocsGPT.tsx b/frontend/src/components/DocsGPT.tsx
deleted file mode 100644
index 15df78e..0000000
--- a/frontend/src/components/DocsGPT.tsx
+++ /dev/null
@@ -1,7 +0,0 @@
-export default function DocsGPT({ isMenuOpen }: { isMenuOpen: boolean }) {
- return (
-
- Docs GPT Chat Placeholder
-
- );
-}
diff --git a/frontend/src/components/Navigation/Navigation.tsx b/frontend/src/components/Navigation/Navigation.tsx
deleted file mode 100644
index e086bf8..0000000
--- a/frontend/src/components/Navigation/Navigation.tsx
+++ /dev/null
@@ -1,103 +0,0 @@
-import React, { useState } from 'react';
-import Arrow1 from './imgs/arrow.svg';
-import Key from './imgs/key.svg';
-import Info from './imgs/info.svg';
-import Link from './imgs/link.svg';
-
-function MobileNavigation() {
- return Mobile Navigation
;
-}
-
-function DesktopNavigation({
- isMenuOpen,
- setIsMenuOpen,
- setIsApiModalOpen,
-}: {
- isMenuOpen: boolean;
- setIsMenuOpen: React.Dispatch>;
- setIsApiModalOpen: React.Dispatch>;
-}) {
- return (
-
-
-
setIsMenuOpen(!isMenuOpen)}
- >
-
-
-
-
- {isMenuOpen && (
- <>
-
-
-
-
setIsApiModalOpen(true)}
- >
-
-
Reset Key
-
-
-
-
-
-
-
About
-
-
-
-
-
Discord
-
-
-
-
-
Github
-
-
- >
- )}
-
- );
-}
-
-export default function Navigation({
- isMobile,
- isMenuOpen,
- setIsMenuOpen,
- setIsApiModalOpen,
-}: {
- isMobile: boolean;
- isMenuOpen: boolean;
- setIsMenuOpen: React.Dispatch>;
- setIsApiModalOpen: React.Dispatch>;
-}) {
- if (isMobile) {
- return ;
- } else {
- return (
-
- );
- }
-}
diff --git a/frontend/src/components/Navigation/PastChat.tsx b/frontend/src/components/Navigation/PastChat.tsx
deleted file mode 100644
index d677ec4..0000000
--- a/frontend/src/components/Navigation/PastChat.tsx
+++ /dev/null
@@ -1 +0,0 @@
-export default function PastChat() {}
diff --git a/frontend/src/conversation/Conversation.tsx b/frontend/src/conversation/Conversation.tsx
new file mode 100644
index 0000000..9fc770f
--- /dev/null
+++ b/frontend/src/conversation/Conversation.tsx
@@ -0,0 +1,73 @@
+import { useEffect, useRef } from 'react';
+import { useDispatch, useSelector } from 'react-redux';
+import Hero from '../Hero';
+import { AppDispatch } from '../store';
+import ConversationBubble from './ConversationBubble';
+import {
+ addMessage,
+ fetchAnswer,
+ selectConversation,
+ selectStatus,
+} from './conversationSlice';
+import Send from './../assets/send.svg';
+import Spinner from './../assets/spinner.svg';
+
+export default function Conversation() {
+ const messages = useSelector(selectConversation);
+ const status = useSelector(selectStatus);
+ const dispatch = useDispatch();
+ const endMessageRef = useRef(null);
+ const inputRef = useRef(null);
+
+ useEffect(() =>
+ endMessageRef?.current?.scrollIntoView({ behavior: 'smooth' }),
+ );
+
+ const handleQuestion = (question: string) => {
+ dispatch(addMessage({ text: question, type: 'QUESTION' }));
+ dispatch(fetchAnswer({ question }));
+ };
+
+ return (
+
+
+ {messages.map((message, index) => {
+ return (
+
+ );
+ })}
+ {messages.length === 0 && }
+
+
+
+ {status === 'loading' ? (
+
+ ) : (
+
{
+ if (inputRef.current?.textContent) {
+ handleQuestion(inputRef.current.textContent);
+ inputRef.current.textContent = '';
+ }
+ }}
+ src={Send}
+ className="relative right-9 cursor-pointer"
+ >
+ )}
+
+
+ );
+}
diff --git a/frontend/src/conversation/ConversationBubble.tsx b/frontend/src/conversation/ConversationBubble.tsx
new file mode 100644
index 0000000..6fa9913
--- /dev/null
+++ b/frontend/src/conversation/ConversationBubble.tsx
@@ -0,0 +1,26 @@
+import { forwardRef } from 'react';
+import Avatar from '../Avatar';
+import { MESSAGE_TYPE } from './conversationModels';
+
+const ConversationBubble = forwardRef<
+ HTMLDivElement,
+ {
+ message: string;
+ type: MESSAGE_TYPE;
+ className: string;
+ }
+>(function ConversationBubble({ message, type, className }, ref) {
+ return (
+
+ );
+});
+
+export default ConversationBubble;
diff --git a/frontend/src/conversation/conversationApi.ts b/frontend/src/conversation/conversationApi.ts
new file mode 100644
index 0000000..c58532b
--- /dev/null
+++ b/frontend/src/conversation/conversationApi.ts
@@ -0,0 +1,24 @@
+import { Answer } from './conversationModels';
+
+export function fetchAnswerApi(
+ question: string,
+ apiKey: string,
+): Promise {
+ // a mock answer generator, this is going to be replaced with real http call
+ return new Promise((resolve) => {
+ setTimeout(() => {
+ let result = '';
+ const characters =
+ 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789';
+ const charactersLength = characters.length;
+ let counter = 0;
+ while (counter < 5) {
+ result += characters.charAt(
+ Math.floor(Math.random() * charactersLength),
+ );
+ counter += 1;
+ }
+ resolve({ answer: result, query: question, result });
+ }, 3000);
+ });
+}
diff --git a/frontend/src/conversation/conversationModels.ts b/frontend/src/conversation/conversationModels.ts
new file mode 100644
index 0000000..e2b55e4
--- /dev/null
+++ b/frontend/src/conversation/conversationModels.ts
@@ -0,0 +1,18 @@
+export type MESSAGE_TYPE = 'QUESTION' | 'ANSWER';
+export type Status = 'idle' | 'loading' | 'failed';
+
+export interface Message {
+ text: string;
+ type: MESSAGE_TYPE;
+}
+
+export interface ConversationState {
+ conversation: Message[];
+ status: Status;
+}
+
+export interface Answer {
+ answer: string;
+ query: string;
+ result: string;
+}
diff --git a/frontend/src/conversation/conversationSlice.ts b/frontend/src/conversation/conversationSlice.ts
new file mode 100644
index 0000000..82e62ce
--- /dev/null
+++ b/frontend/src/conversation/conversationSlice.ts
@@ -0,0 +1,55 @@
+import { createAsyncThunk, createSlice, PayloadAction } from '@reduxjs/toolkit';
+import store from '../store';
+import { fetchAnswerApi } from './conversationApi';
+import { Answer, ConversationState, Message } from './conversationModels';
+
+const initialState: ConversationState = {
+ conversation: [],
+ status: 'idle',
+};
+
+export const fetchAnswer = createAsyncThunk<
+ Answer,
+ { question: string },
+ { state: RootState }
+>('fetchAnswer', async ({ question }, { getState }) => {
+ const state = getState();
+ const answer = await fetchAnswerApi(question, state.preference.apiKey);
+ return answer;
+});
+
+export const conversationSlice = createSlice({
+ name: 'conversation',
+ initialState,
+ reducers: {
+ addMessage(state, action: PayloadAction) {
+ state.conversation.push(action.payload);
+ },
+ },
+ extraReducers(builder) {
+ builder
+ .addCase(fetchAnswer.pending, (state) => {
+ state.status = 'loading';
+ })
+ .addCase(fetchAnswer.fulfilled, (state, action) => {
+ state.status = 'idle';
+ state.conversation.push({
+ text: action.payload.answer,
+ type: 'ANSWER',
+ });
+ })
+ .addCase(fetchAnswer.rejected, (state) => {
+ state.status = 'failed';
+ });
+ },
+});
+
+type RootState = ReturnType;
+
+export const selectConversation = (state: RootState) =>
+ state.conversation.conversation;
+
+export const selectStatus = (state: RootState) => state.conversation.status;
+
+export const { addMessage } = conversationSlice.actions;
+export default conversationSlice.reducer;
diff --git a/frontend/src/index.css b/frontend/src/index.css
index 54f31b1..1b6d459 100644
--- a/frontend/src/index.css
+++ b/frontend/src/index.css
@@ -15,6 +15,8 @@
html {
line-height: 1.15; /* 1 */
-webkit-text-size-adjust: 100%; /* 2 */
+ min-height: 100vh;
+ overflow-x: hidden;
}
/* Sections
@@ -26,6 +28,9 @@ html {
body {
margin: 0;
+ min-height: 100vh;
+ overflow-x: hidden;
+ font-family: 'Inter', sans-serif;
}
/**
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
index 399758a..6146911 100644
--- a/frontend/src/main.tsx
+++ b/frontend/src/main.tsx
@@ -2,12 +2,16 @@ import React from 'react';
import ReactDOM from 'react-dom/client';
import App from './App';
import { BrowserRouter } from 'react-router-dom';
+import { Provider } from 'react-redux';
+import store from './store';
import './index.css';
ReactDOM.createRoot(document.getElementById('root') as HTMLElement).render(
-
+
+
+
,
);
diff --git a/frontend/src/models/misc.ts b/frontend/src/models/misc.ts
new file mode 100644
index 0000000..dbf21ae
--- /dev/null
+++ b/frontend/src/models/misc.ts
@@ -0,0 +1,5 @@
+export type ActiveState = 'ACTIVE' | 'INACTIVE';
+
+export type User = {
+ avatar: string;
+};
diff --git a/frontend/src/preferences/APIKeyModal.tsx b/frontend/src/preferences/APIKeyModal.tsx
new file mode 100644
index 0000000..b440500
--- /dev/null
+++ b/frontend/src/preferences/APIKeyModal.tsx
@@ -0,0 +1,83 @@
+import { useState } from 'react';
+import { useDispatch } from 'react-redux';
+import { ActiveState } from '../models/misc';
+import { setApiKey } from './preferenceSlice';
+
+export default function APIKeyModal({
+ modalState,
+ setModalState,
+ isCancellable = true,
+}: {
+ modalState: ActiveState;
+ setModalState: (val: ActiveState) => void;
+ isCancellable?: boolean;
+}) {
+ const dispatch = useDispatch();
+ const [key, setKey] = useState('');
+ const [isError, setIsError] = useState(false);
+
+ function handleSubmit() {
+ if (key.length <= 1) {
+ setIsError(true);
+ } else {
+ dispatch(setApiKey(key));
+ setModalState('INACTIVE');
+ setKey('');
+ setIsError(false);
+ }
+ }
+
+ function handleCancel() {
+ setKey('');
+ setIsError(false);
+ setModalState('INACTIVE');
+ }
+
+ return (
+
+
+ OpenAI API Key
+
+ Before you can start using DocsGPT we need you to provide an API key
+ for llm. Currently, we support only OpenAI but soon many more. You can
+ find it here.
+
+ setKey(e.target.value)}
+ />
+
+
+ handleSubmit()}
+ className="ml-auto h-10 w-20 rounded-lg bg-violet-800 text-white transition-all hover:bg-violet-700"
+ >
+ Save
+
+ {isCancellable && (
+ handleCancel()}
+ className="ml-5 h-10 w-20 rounded-lg border border-violet-700 bg-white text-violet-800 transition-all hover:bg-violet-700 hover:text-white"
+ >
+ Cancel
+
+ )}
+
+ {isError && (
+
+ Please enter a valid API key
+
+ )}
+
+
+
+ );
+}
diff --git a/frontend/src/preferences/preferenceSlice.ts b/frontend/src/preferences/preferenceSlice.ts
new file mode 100644
index 0000000..6121f9d
--- /dev/null
+++ b/frontend/src/preferences/preferenceSlice.ts
@@ -0,0 +1,29 @@
+import { createSlice } from '@reduxjs/toolkit';
+import store from '../store';
+
+interface Preference {
+ apiKey: string;
+}
+
+const initialState: Preference = {
+ apiKey: '',
+};
+
+export const prefSlice = createSlice({
+ name: 'preference',
+ initialState,
+ reducers: {
+ setApiKey: (state, action) => {
+ state.apiKey = action.payload;
+ },
+ },
+});
+
+export const { setApiKey } = prefSlice.actions;
+export default prefSlice.reducer;
+
+type RootState = ReturnType;
+
+export const selectApiKey = (state: RootState) => state.preference.apiKey;
+export const selectApiKeyStatus = (state: RootState) =>
+ !!state.preference.apiKey;
diff --git a/frontend/src/store.ts b/frontend/src/store.ts
new file mode 100644
index 0000000..49f5cc4
--- /dev/null
+++ b/frontend/src/store.ts
@@ -0,0 +1,13 @@
+import { configureStore } from '@reduxjs/toolkit';
+import { conversationSlice } from './conversation/conversationSlice';
+import { prefSlice } from './preferences/preferenceSlice';
+
+const store = configureStore({
+ reducer: {
+ preference: prefSlice.reducer,
+ conversation: conversationSlice.reducer,
+ },
+});
+
+export type AppDispatch = typeof store.dispatch;
+export default store;
diff --git a/frontend/tailwind.config.cjs b/frontend/tailwind.config.cjs
index 8a8d3bf..8596bc5 100644
--- a/frontend/tailwind.config.cjs
+++ b/frontend/tailwind.config.cjs
@@ -11,6 +11,7 @@ module.exports = {
'eerie-black': '#212121',
jet: '#343541',
'gray-alpha': 'rgba(0,0,0, .1)',
+ 'gray-1000': '#F6F6F6',
},
},
},
diff --git a/scripts/ingest.py b/scripts/ingest.py
index 3082cf4..2194a7c 100644
--- a/scripts/ingest.py
+++ b/scripts/ingest.py
@@ -1,3 +1,5 @@
+from collections import defaultdict
+import os
import sys
import nltk
import dotenv
@@ -18,13 +20,17 @@ app = typer.Typer(add_completion=False)
nltk.download('punkt', quiet=True)
nltk.download('averaged_perceptron_tagger', quiet=True)
+
#Splits all files in specified folder to documents
@app.command()
-def ingest(directory: Optional[str] = typer.Option("inputs",
- help="Path to the directory for index creation."),
- files: Optional[List[str]] = typer.Option(None,
- help="""File paths to use (Optional; overrides directory).
- E.g. --files inputs/1.md --files inputs/2.md"""),
+def ingest(yes: bool = typer.Option(False, "-y", "--yes", prompt=False,
+ help="Whether to skip price confirmation"),
+ dir: Optional[List[str]] = typer.Option(["inputs"],
+ help="""List of paths to directory for index creation.
+ E.g. --dir inputs --dir inputs2"""),
+ file: Optional[List[str]] = typer.Option(None,
+ help="""File paths to use (Optional; overrides dir).
+ E.g. --file inputs/1.md --file inputs/2.md"""),
recursive: Optional[bool] = typer.Option(True,
help="Whether to recursively search in subdirectories."),
limit: Optional[int] = typer.Option(None,
@@ -38,27 +44,39 @@ def ingest(directory: Optional[str] = typer.Option("inputs",
Creates index from specified location or files.
By default /inputs folder is used, .rst and .md are parsed.
"""
- raw_docs = SimpleDirectoryReader(input_dir=directory, input_files=files, recursive=recursive,
- required_exts=formats, num_files_limit=limit,
- exclude_hidden=exclude).load_data()
- raw_docs = [Document.to_langchain_format(raw_doc) for raw_doc in raw_docs]
- print(raw_docs)
- # Here we split the documents, as needed, into smaller chunks.
- # We do this due to the context limits of the LLMs.
- text_splitter = RecursiveCharacterTextSplitter()
- docs = text_splitter.split_documents(raw_docs)
- # Here we check for command line arguments for bot calls.
- # If no argument exists or the permission_bypass_flag argument is not '-y',
- # user permission is requested to call the API.
- if len(sys.argv) > 1:
- permission_bypass_flag = sys.argv[1]
- if permission_bypass_flag == '-y':
- call_openai_api(docs)
+ def process_one_docs(directory, folder_name):
+ raw_docs = SimpleDirectoryReader(input_dir=directory, input_files=file, recursive=recursive,
+ required_exts=formats, num_files_limit=limit,
+ exclude_hidden=exclude).load_data()
+ raw_docs = [Document.to_langchain_format(raw_doc) for raw_doc in raw_docs]
+ # Here we split the documents, as needed, into smaller chunks.
+ # We do this due to the context limits of the LLMs.
+ text_splitter = RecursiveCharacterTextSplitter()
+ docs = text_splitter.split_documents(raw_docs)
+
+ # Here we check for command line arguments for bot calls.
+ # If no argument exists or the yes is not True, then the
+ # user permission is requested to call the API.
+ if len(sys.argv) > 1:
+ if yes:
+ call_openai_api(docs, folder_name)
+ else:
+ get_user_permission(docs, folder_name)
else:
- get_user_permission(docs)
- else:
- get_user_permission(docs)
+ get_user_permission(docs, folder_name)
+
+ folder_counts = defaultdict(int)
+ folder_names = []
+ for dir_path in dir:
+ folder_name = os.path.basename(os.path.normpath(dir_path))
+ folder_counts[folder_name] += 1
+ if folder_counts[folder_name] > 1:
+ folder_name = f"{folder_name}_{folder_counts[folder_name]}"
+ folder_names.append(folder_name)
+
+ for directory, folder_name in zip(dir, folder_names):
+ process_one_docs(directory, folder_name)
if __name__ == "__main__":
app()
diff --git a/scripts/parser/open_ai_func.py b/scripts/parser/open_ai_func.py
index 7009132..a89f948 100644
--- a/scripts/parser/open_ai_func.py
+++ b/scripts/parser/open_ai_func.py
@@ -1,9 +1,17 @@
+import os
import faiss
import pickle
import tiktoken
from langchain.vectorstores import FAISS
from langchain.embeddings import OpenAIEmbeddings
+#from langchain.embeddings import HuggingFaceEmbeddings
+#from langchain.embeddings import HuggingFaceInstructEmbeddings
+#from langchain.embeddings import CohereEmbeddings
+
+from retry import retry
+
+
def num_tokens_from_string(string: str, encoding_name: str) -> int:
# Function to convert string to tokens and estimate user cost.
@@ -12,8 +20,17 @@ def num_tokens_from_string(string: str, encoding_name: str) -> int:
total_price = ((num_tokens/1000) * 0.0004)
return num_tokens, total_price
-def call_openai_api(docs):
+@retry(tries=10, delay=60)
+def store_add_texts_with_retry(store, i):
+ store.add_texts([i.page_content], metadatas=[i.metadata])
+
+def call_openai_api(docs, folder_name):
# Function to create a vector store from the documents and save it to disk.
+
+ # create output folder if it doesn't exist
+ if not os.path.exists(f"outputs/{folder_name}"):
+ os.makedirs(f"outputs/{folder_name}")
+
from tqdm import tqdm
docs_test = [docs[0]]
# remove the first element from docs
@@ -22,34 +39,25 @@ def call_openai_api(docs):
#docs = docs[:n]
c1 = 0
store = FAISS.from_documents(docs_test, OpenAIEmbeddings())
+
+ # Uncomment for MPNet embeddings
+ # model_name = "sentence-transformers/all-mpnet-base-v2"
+ # hf = HuggingFaceEmbeddings(model_name=model_name)
+ # store = FAISS.from_documents(docs_test, hf)
for i in tqdm(docs, desc="Embedding 🦖", unit="docs", total=len(docs), bar_format='{l_bar}{bar}| Time Left: {remaining}'):
try:
- import time
- store.add_texts([i.page_content], metadatas=[i.metadata])
+ store_add_texts_with_retry(store, i)
except Exception as e:
print(e)
print("Error on ", i)
print("Saving progress")
print(f"stopped at {c1} out of {len(docs)}")
- faiss.write_index(store.index, "docs.index")
- store_index_bak = store.index
- store.index = None
- with open("faiss_store.pkl", "wb") as f:
- pickle.dump(store, f)
- print("Sleeping for 60 seconds and trying again")
- time.sleep(60)
- faiss.write_index(store_index_bak, "docs.index")
- store.index = store_index_bak
- store.add_texts([i.page_content], metadatas=[i.metadata])
+ store.save_local(f"outputs/{folder_name}")
+ break
c1 += 1
+ store.save_local(f"outputs/{folder_name}")
-
- faiss.write_index(store.index, "docs.index")
- store.index = None
- with open("faiss_store.pkl", "wb") as f:
- pickle.dump(store, f)
-
-def get_user_permission(docs):
+def get_user_permission(docs, folder_name):
# Function to ask user permission to call the OpenAI api and spend their OpenAI funds.
# Here we convert the docs list to a string and calculate the number of OpenAI tokens the string represents.
#docs_content = (" ".join(docs))
@@ -65,8 +73,8 @@ def get_user_permission(docs):
#Here we check for user permission before calling the API.
user_input = input("Price Okay? (Y/N) \n").lower()
if user_input == "y":
- call_openai_api(docs)
+ call_openai_api(docs, folder_name)
elif user_input == "":
- call_openai_api(docs)
+ call_openai_api(docs, folder_name)
else:
print("The API was not called. No money was spent.")