From 9ae22e3918524e0ec07a5e2e4e863c500c446779 Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 14:31:54 +0000 Subject: [PATCH 01/13] Update requirements.txt --- requirements.txt | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/requirements.txt b/requirements.txt index 66f8a64..83314d7 100755 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,13 @@ torch -fairscale -fire -sentencepiece +transformers +accelerate +chromadb +rich +watchdog +pypandoc +pypandoc_binary +nltk +langchain +flask +sentence-transformers +flask-cors From db385a6abe0205a6a1c21c64960fadb4afa2bd3a Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 14:58:24 +0000 Subject: [PATCH 02/13] Add new models --- src/model_wrapper_utils/falcon_wrapper.py | 65 ++++++++++++++++ .../gpt-sw3_20b_wrapper.py | 0 .../llama2_chat_hf_wrapper.py | 75 +++++++++++-------- src/model_wrapper_utils/mistral_7b_wrapper.py | 65 ++++++++++++++++ 4 files changed, 175 insertions(+), 30 deletions(-) create mode 100644 src/model_wrapper_utils/falcon_wrapper.py create mode 100644 src/model_wrapper_utils/gpt-sw3_20b_wrapper.py create mode 100644 src/model_wrapper_utils/mistral_7b_wrapper.py diff --git a/src/model_wrapper_utils/falcon_wrapper.py b/src/model_wrapper_utils/falcon_wrapper.py new file mode 100644 index 0000000..3fe97d6 --- /dev/null +++ b/src/model_wrapper_utils/falcon_wrapper.py @@ -0,0 +1,65 @@ + +import torch +from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM +from accelerate import init_empty_weights, load_checkpoint_and_dispatch + +from rich.console import Console +from rich.markdown import Markdown +console = Console() + +# Initialize Variables +model_name = "tiiuae/falcon-7b" +hf_auth = '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' + +try: + + # Initialize Tokenizer & Model + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", + token=hf_auth) + model = AutoModelForCausalLM.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", device_map="auto", + token=hf_auth) + + # generator = pipeline('text-generation', tokenizer=tokenizer, model=model, max_length=20000, + generator = pipeline('text-generation', tokenizer=tokenizer, model=model, + torch_dtype=torch.bfloat16, + num_return_sequences=1, + device_map="auto", + return_full_text=False, + max_new_tokens=512, + top_p=0.2, + top_k=4, + repetition_penalty=1.1, + temperature=0.01 + ) +except: + pass + +def prompt_model(sys_prompt, usr_prompt): + prompt = """ + [INST] <> + Jag är en svensk chatbot som svarar på frågor från dokument. + Jag svarar endast på svenska. + Jag svarar formellt, objektivt. + Jag svarar endast om jag har tillgång till informationen annars svarar jag att jag inte har tillgång till informationen. + + + <> + Dokumentet jag har tillgång till: + {} + + Frågan som jag svarar på svenska till är: + {} + [/INST] + """.format(sys_prompt, usr_prompt) + generated = generator(prompt, do_sample=True) + print("Hej [Användare], här kommer ditt automatiskt genererade svar:\n") + sequences = [] + for seq in generated: + # print(seq['generated_text']) + sequences.append(seq['generated_text']) + console.print(Markdown(seq['generated_text'])) + print() + print("Med Vänliga Hälsningar,\nEffektiv-Administration,\nAISweden") + return ' '.join(sequences) + + # return prompt diff --git a/src/model_wrapper_utils/gpt-sw3_20b_wrapper.py b/src/model_wrapper_utils/gpt-sw3_20b_wrapper.py new file mode 100644 index 0000000..e69de29 diff --git a/src/model_wrapper_utils/llama2_chat_hf_wrapper.py b/src/model_wrapper_utils/llama2_chat_hf_wrapper.py index 101c580..2cca3b0 100644 --- a/src/model_wrapper_utils/llama2_chat_hf_wrapper.py +++ b/src/model_wrapper_utils/llama2_chat_hf_wrapper.py @@ -3,47 +3,62 @@ from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM from accelerate import init_empty_weights, load_checkpoint_and_dispatch +from rich.console import Console +from rich.markdown import Markdown +console = Console() + # Initialize Variables model_name = "meta-llama/Llama-2-13b-chat-hf" hf_auth = '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' -# Initialize Tokenizer & Model -tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", - token=hf_auth) -model = AutoModelForCausalLM.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", device_map="auto", - token=hf_auth) - -# generator = pipeline('text-generation', tokenizer=tokenizer, model=model, max_length=20000, -generator = pipeline('text-generation', tokenizer=tokenizer, model=model, - torch_dtype=torch.bfloat16, - num_return_sequences=1, - device_map="auto", - return_full_text=False, - max_new_tokens=512, - top_p=0.99, - top_k=50, - repetition_penalty=1.1, - temperature=0.01 - ) +try: + + # Initialize Tokenizer & Model + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", + token=hf_auth) + model = AutoModelForCausalLM.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", device_map="auto", + token=hf_auth) + +except: + pass + def prompt_model(sys_prompt, usr_prompt): + generator = pipeline('text-generation', tokenizer=tokenizer, model=model, + torch_dtype=torch.bfloat16, + num_return_sequences=1, + device_map="auto", + return_full_text=False, + max_new_tokens=512, + top_p=0.2, + top_k=2, + repetition_penalty=1.1, + temperature=0.001 + ) prompt = """ [INST] <> - Jag är en svensk chattbott som ska hjälpa genom att besvara frågor på svenska. - Här är mina instruktioner: - * Jag svarar endast på svenska och aldrig på engelska. - * Till min hjälp har jag dokument. - - Svara endast på svenska! + Jag är en svensk chatbot som svarar på frågor från dokument. + Jag svarar endast på svenska. + Jag svarar formellt, objektivt. + Jag svarar endast om jag har tillgång till informationen, annars svarar jag att jag inte har tillgång till informationen. + + <> + Dokumentet jag har tillgång till: + {} - Här är dokumenten: + Frågan som jag svarar på svenska till är: {} - <> - {} ge mig ett svar på svenska! [/INST] + [/INST] """.format(sys_prompt, usr_prompt) - generated = generator(prompt, do_sample=True, temperature=0.01) - print("Hej [Användare]") + generated = generator(prompt, do_sample=True) + print("Hej [Användare], här kommer ditt automatiskt genererade svar:\n") + sequences = [] for seq in generated: - print(seq['generated_text']) + # print(seq['generated_text']) + sequences.append(seq['generated_text']) + console.print(Markdown(seq['generated_text'])) + print() print("Med Vänliga Hälsningar,\nEffektiv-Administration,\nAISweden") + return ' '.join(sequences) + # return prompt \ No newline at end of file diff --git a/src/model_wrapper_utils/mistral_7b_wrapper.py b/src/model_wrapper_utils/mistral_7b_wrapper.py new file mode 100644 index 0000000..71349e2 --- /dev/null +++ b/src/model_wrapper_utils/mistral_7b_wrapper.py @@ -0,0 +1,65 @@ + +import torch +from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM +from accelerate import init_empty_weights, load_checkpoint_and_dispatch + +from rich.console import Console +from rich.markdown import Markdown +console = Console() + +# Initialize Variables +model_name = "mistralai/Mixtral-8x7B-Instruct-v0.1" +hf_auth = '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' + +try: + + # Initialize Tokenizer & Model + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", + token=hf_auth) + model = AutoModelForCausalLM.from_pretrained(model_name, cache_dir="/data/.cache/huggingface/datasets", device_map="auto", + token=hf_auth) + + # generator = pipeline('text-generation', tokenizer=tokenizer, model=model, max_length=20000, + generator = pipeline('text-generation', tokenizer=tokenizer, model=model, + torch_dtype=torch.bfloat16, + num_return_sequences=1, + device_map="auto", + return_full_text=False, + max_new_tokens=512, + top_p=0.2, + top_k=4, + repetition_penalty=1.1, + temperature=0.01 + ) +except: + pass + +def prompt_model(sys_prompt, usr_prompt): + prompt = """ + [INST] <> + Jag är en svensk chatbot som svarar på frågor från dokument. + Jag svarar endast på svenska. + Jag svarar formellt, objektivt. + Jag svarar endast om jag har tillgång till informationen annars svarar jag att jag inte har tillgång till informationen. + + + <> + Dokumentet jag har tillgång till: + {} + + Frågan som jag svarar på svenska till är: + {} + [/INST] + """.format(sys_prompt, usr_prompt) + generated = generator(prompt, do_sample=True) + print("Hej [Användare], här kommer ditt automatiskt genererade svar:\n") + sequences = [] + for seq in generated: + # print(seq['generated_text']) + sequences.append(seq['generated_text']) + console.print(Markdown(seq['generated_text'])) + print() + print("Med Vänliga Hälsningar,\nEffektiv-Administration,\nAISweden") + return ' '.join(sequences) + + # return prompt From 6faf33635d9c6289fbd0bbd065dd45249c8a3c6c Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 14:58:47 +0000 Subject: [PATCH 03/13] Add new test documents --- "src/documents/ Projektfo\314\210rslag.rtf" | 49 ++++++++++++++++++ src/documents/Projekthandling.rtf | 47 +++++++++++++++++ src/documents/foodora-2.0-projektplan.docx | Bin 0 -> 295076 bytes src/documents/newDoc.txt | 2 + .../rapport-niels-houben-koffein.docx | Bin 0 -> 8514 bytes 5 files changed, 98 insertions(+) create mode 100644 "src/documents/ Projektfo\314\210rslag.rtf" create mode 100644 src/documents/Projekthandling.rtf create mode 100755 src/documents/foodora-2.0-projektplan.docx create mode 100644 src/documents/newDoc.txt create mode 100755 src/documents/rapport-niels-houben-koffein.docx diff --git "a/src/documents/ Projektfo\314\210rslag.rtf" "b/src/documents/ Projektfo\314\210rslag.rtf" new file mode 100644 index 0000000..129e60f --- /dev/null +++ "b/src/documents/ Projektfo\314\210rslag.rtf" @@ -0,0 +1,49 @@ +{\rtf1\ansi\ansicpg1252\cocoartf2758 +\cocoatextscaling0\cocoaplatform0{\fonttbl\f0\fnil\fcharset0 .SFNS-Regular_wdth_opsz110000_GRAD_wght2580000;\f1\fnil\fcharset0 HelveticaNeue;} +{\colortbl;\red255\green255\blue255;\red42\green49\blue64;} +{\*\expandedcolortbl;;\cssrgb\c21569\c25490\c31765;} +{\*\listtable{\list\listtemplateid1\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid1\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid1} +{\list\listtemplateid2\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid101\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid2} +{\list\listtemplateid3\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid201\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid3} +{\list\listtemplateid4\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid301\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid4} +{\list\listtemplateid5\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid401\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid5}} +{\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}{\listoverride\listid2\listoverridecount0\ls2}{\listoverride\listid3\listoverridecount0\ls3}{\listoverride\listid4\listoverridecount0\ls4}{\listoverride\listid5\listoverridecount0\ls5}} +\paperw11900\paperh16840\margl1440\margr1440\vieww11520\viewh8400\viewkind0 +\deftab720 +\pard\pardeftab720\sa400\partightenfactor0 + +\f0\b\fs32 \cf2 \expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Titel: +\f1\b0 Automatiserat Kundsupportsystem\ + +\f0\b M\'e5l: +\f1\b0 M\'e5let med detta projekt \'e4r att utveckla ett automatiserat kundsupportsystem som f\'f6rb\'e4ttrar effektiviteten f\'f6r hantering av kundf\'f6rfr\'e5gningar och \'f6kar den \'f6vergripande kundn\'f6jdheten.\ + +\f0\b Omfattning: +\f1\b0 Projektet kommer att innefatta integrering av naturlig spr\'e5kbehandling (NLP)-algoritmer f\'f6r att analysera kundf\'f6rfr\'e5gningar, en AI-driven chattrobot f\'f6r omedelbara svar och en anv\'e4ndarv\'e4nlig instrumentpanel f\'f6r \'f6vervakning och hantering av kundinteraktioner.\ + +\f0\b Tidslinje: +\f1\b0 Projektet f\'f6rv\'e4ntas vara slutf\'f6rt inom sex m\'e5nader, med viktiga delm\'e5l och leveranser som beskrivs i den bifogade projektplanen.\ + +\f0\b Projektteam: +\f1\b0 \ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls1\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Projektledare: Johan Svensson\ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls2\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Ledande utvecklare: Emma Andersson\ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls3\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 UX/UI-designer: Mikael Rodriguez\ +\pard\pardeftab720\sa400\partightenfactor0 + +\f0\b \cf2 Tidslinje: +\f1\b0 \ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls4\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Startdatum: 15 januari 2023\ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls5\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Slutdatum: 30 juni 2023\ +} \ No newline at end of file diff --git a/src/documents/Projekthandling.rtf b/src/documents/Projekthandling.rtf new file mode 100644 index 0000000..7fd6a4b --- /dev/null +++ b/src/documents/Projekthandling.rtf @@ -0,0 +1,47 @@ +{\rtf1\ansi\ansicpg1252\cocoartf2758 +\cocoatextscaling0\cocoaplatform0{\fonttbl\f0\fnil\fcharset0 .SFNS-Regular_wdth_opsz110000_GRAD_wght2580000;\f1\fnil\fcharset0 HelveticaNeue;} +{\colortbl;\red255\green255\blue255;\red42\green49\blue64;} +{\*\expandedcolortbl;;\cssrgb\c21569\c25490\c31765;} +{\*\listtable{\list\listtemplateid1\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid1\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid1}} +{\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}} +\paperw11900\paperh16840\margl1440\margr1440\vieww11520\viewh8400\viewkind0 +\deftab720 +\pard\pardeftab720\sa400\partightenfactor0 +\ls1\ilvl0 +\f0\b\fs32 \cf2 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Projektnamn: +\f1\b0 XYZ Produktlansering\ +\ls1\ilvl0 +\f0\b \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Projektsponsor: +\f1\b0 Sara Andersson\ +\ls1\ilvl0 +\f0\b \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Projektledare: +\f1\b0 Robert Davidsson\ +\ls1\ilvl0 +\f0\b \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 M\'e5l: +\f1\b0 \ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls1\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Framg\'e5ngsrik lansering av XYZ-produkten senast den 15 mars 2023.\ +\ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Uppn\'e5 en \'f6kning av marknadsandelar med 20% under det f\'f6rsta kvartalet efter lansering.\ +\ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 S\'e4kerst\'e4lla kundn\'f6jdhet genom effektiv support efter lanseringen.\ +\pard\pardeftab720\sa400\partightenfactor0 +\ls1\ilvl0 +\f0\b \cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Risker och \'c5tg\'e4rder: +\f1\b0 De fr\'e4msta riskerna innefattar f\'f6rseningar i produktutvecklingen och ov\'e4ntade tekniska problem. \'c5tg\'e4rdsstrategier inkluderar regelbundna projektm\'f6ten och ett dedikerat supportteam efter lanseringen.\ +\ls1\ilvl0 +\f0\b \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Tidslinje: +\f1\b0 \ +\pard\tx220\tx720\pardeftab720\li720\fi-720\partightenfactor0 +\ls1\ilvl0\cf2 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Projektstart: 1 december 2022\ +\ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext \uc0\u8226 }\expnd0\expndtw0\kerning0 +\outl0\strokewidth0 \strokec2 Lanseringsdatum: 15 mars 2023\ +} \ No newline at end of file diff --git a/src/documents/foodora-2.0-projektplan.docx b/src/documents/foodora-2.0-projektplan.docx new file mode 100755 index 0000000000000000000000000000000000000000..2e465ceea98c504d20ce197bfc2ca5f72ce05057 GIT binary patch literal 295076 zcmaHRV~{A#vhCQj$F^()l4SJr z^UQ($+1R#se-0hP#Y9cKKgD+GGh(nHkF$js4T=88+S|)NxC?g9ri&Q+GAtJ() 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zUR}x^;K-~SApBgp9>#us*D8ANaQcJwn{uVKl;CN0nVmvD14baq+D?L7RMmc zj#S6{&5zUSCQ8vX1+z)o>Nx&3(QMda1;g zupdHdY2SvCw$BI;Eg8Qitaovsk@!8dKFR0->8Y_&>gR>AJlY70r2nnm;6An+1Ib4l z;c-T0qUq~m>2CDYY#I}loO++UgegI(747~hX)P^y{5!oSqbWG_3HXYiDp|q32ZAW^ z2(YEe=@84?@%AfU8kH@U<kpXAk(m zWAmEY7)@88U2$qOR3Z#wVwQ4e2{tCf%hM5>cX?63ej|&K66a@m{lP<*z8JK8ce(J} zx8bbDY-V}v>#Xok$%cW&1N`lE|LF@pIXC|v|F`q~PyC;r(35-kcN{)CMZfWXdWrvp z|LIKp`{`dkdKJIn|7Iio6aVMH^~t~ZJN6#g_1EeD Date: Mon, 18 Dec 2023 15:00:55 +0000 Subject: [PATCH 04/13] Create prompt & query API --- src/prompt_request.py | 10 ++++++++++ src/server.py | 31 +++++++++++++++++++++++++++++++ 2 files changed, 41 insertions(+) create mode 100644 src/prompt_request.py create mode 100644 src/server.py diff --git a/src/prompt_request.py b/src/prompt_request.py new file mode 100644 index 0000000..a4dc194 --- /dev/null +++ b/src/prompt_request.py @@ -0,0 +1,10 @@ +import json +import requests +def prompt_request(question): + url = 'http://127.0.0.1:5000/prompt' + headers = {'Content-Type': 'application/json'} + data = {'prompt': question} + json_data = json.dumps(data) + response = requests.post(url, headers=headers, data=json_data) # timeout=30 + return response + diff --git a/src/server.py b/src/server.py new file mode 100644 index 0000000..8475e92 --- /dev/null +++ b/src/server.py @@ -0,0 +1,31 @@ +from flask import Flask, request, jsonify +from flask_cors import CORS + +from model_wrapper import prompt_model +from query_wrapper import preform_query +app = Flask(__name__) +CORS(app) + + +@app.route('/prompt', methods=['POST']) +def post_example(): + data = request.get_json() # Assuming the incoming data is in JSON format + if 'prompt' not in data: + return jsonify({"error: no prompt received!"}) + + usr_prompt = data['prompt'] + # You can process the received data here + query_string = usr_prompt + result = preform_query(query_string) + #print("dokument som hittades: ",[res["filepath"] for res in result]) + doc_names = [file['filepath'][12:] for file in result] + # print("results:") + print(str(result)) + res = prompt_model(str(result), usr_prompt) + + # Responding back + response_data = {'answer': res, 'prompt': usr_prompt, 'doc_names': doc_names} + return jsonify(response_data), 200 + +if __name__ == '__main__': + app.run(host='0.0.0.0', debug=False, port=5000) From 1b679d640d76606f10fd56822dba603e450b905b Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 15:20:57 +0000 Subject: [PATCH 05/13] Add test functions & test data --- src/test_inputs/niels.json | 8 +++++ src/test_results/test1output.json | 8 +++++ src/test_results/test_output.json | 34 ++++++++++++++++++ src/test_wrapper.py | 5 +++ src/testing_utils/run_tests.py | 57 +++++++++++++++++++++++++++++++ 5 files changed, 112 insertions(+) create mode 100644 src/test_inputs/niels.json create mode 100644 src/test_results/test1output.json create mode 100644 src/test_results/test_output.json create mode 100644 src/test_wrapper.py create mode 100644 src/testing_utils/run_tests.py diff --git a/src/test_inputs/niels.json b/src/test_inputs/niels.json new file mode 100644 index 0000000..e05baf6 --- /dev/null +++ b/src/test_inputs/niels.json @@ -0,0 +1,8 @@ +[ + { + "test_index": 1, + "test_name": "test 1", + "description": "runs a test", + "prompt": "This is a test prompt" + } +] \ No newline at end of file diff --git a/src/test_results/test1output.json b/src/test_results/test1output.json new file mode 100644 index 0000000..6e28f35 --- /dev/null +++ b/src/test_results/test1output.json @@ -0,0 +1,8 @@ +[ + { + "test_name": "test 1", + "description": "runs a test", + "prompt": "This is a test prompt", + "response": "RESPONSEThis is a test prompt" + } +] \ No newline at end of file diff --git a/src/test_results/test_output.json b/src/test_results/test_output.json new file mode 100644 index 0000000..d793395 --- /dev/null +++ b/src/test_results/test_output.json @@ -0,0 +1,34 @@ +[ + { + "usr_prompt": "Vad är den totala budgeten för HelHälsa projektet?", + "answer": " Tillfrågade, Jag är en svensk chatbot som besvarar frågor från dokument. Jag svarar endast på svenska och aldrig på engelska. Jag svarar formellt, objektivt. Jag svarar endast om jag har tillgång till informationen, annars svarar jag att jag inte har tillgång till informationen.\n\nFrågan du ställer är: Vad är den totala budgeten för HelHälsa projektet?\n\nBaserat på informationen i dokumentet \"Budget för HelHälsa Mobilapplikation\", den totala budgeten för projektet är uppskattad till 2 miljoner SEK.\n\nHoppas detta svar vara till hjälp! Om du har några ytterligare frågor, är jag här för att hjälpa dig." + }, + { + "usr_prompt": "Kan du sammanfatta ekonomin för HelHälsa mobilapplikation i en tabell?", + "answer": " Ja, jag kan sammanfatta ekonomin för HelHälsa mobilapplikation i en tabell. Här är en tabell med ekonomin för projektet, baserat på de dokument jag har tillgång till:\n\n| Projektets mål | Omfattning | Tidsram | Budget |\n| --- | --- | --- | --- |\n| Användarvänlighet | Design och utveckling av mobilapplikationen | 1 jan 2024 - 28 feb 2024 | 500 000 kr |\n| Integration | Integration med wearables och andra hälsorelaterade appar | 1 mars 2024 - 31 augusti 2024 | 750 000 kr |\n| Datasekretess | Utveckling av en backend-server för datahantering och analys | 1 mars 2024 - 31 augusti 2024 | 500 000 kr |\n| Skapande av intuitaiva dashboards och rapporteringsfunktioner | 1 mars 2024 - 31 augusti 2024 | 250 000 kr |\n| Testning och felsökning av applikationen | 1 mars 2024 - 31 augusti 2024 | 250 000 kr |\n| Marknadsföring och lansering | Marknadsföring och lansering av applikationen till allmänheten | 1 september 2024 - 31 december 2024 | 1 000 000 kr |\n\nTotal budget: 3 200 000 kr\n\nJag hoppas att denna tabell är till hjälp för dig! Om du har några frågor eller vill ha mer information, var snäll och fråga." + }, + { + "usr_prompt": "Kan du sammanställa projektets kvalitetskrav i en tabell?", + "answer": " Ja, som svensk chatbot kan jag sammanställa projektets kvalitetskrav i en tabell som följer:\n\n| Kvalitetskrav | Beskrivning |\n| --- | --- |\n| Användarvänlighet | Målet är att 90% av testanvändarna ska kunna navigera applikationen utan hjälp. |\n| Integration | Målet är att stödja minst 10 olika wearables och hälsorelaterade appar vid lansering. |\n| Datasekretess | Målet är att uppnå fullständig överensstämmelse med GDPR och andra relevanta dataskyddslagar. |\n\nDessa kvalitetskrav är baserade på informationen i dokumentet \"Projektplan för HelHälsa Mobilapplikation\" och är formellt och objektivt sammanställda av mig som svensk chatbot." + }, + { + "usr_prompt": "Hur lång tid kommer projektet HelHälsa att ta?", + "answer": " Tillkommen fråga är:\n\nHur lång tid kommer projektet HelHälsa att ta?\n\nJag kan inte svara på frågan \"Hur lång tid kommer projektet HelHälsa att ta?\" utan att ha tillgång till informationen. Projektet HelHälsa har en omfattande omfattning som inkluderar utveckling av mobilapplikationen, integration med wearables och andra hälsorelaterade appar, backend-utveckling, skapande av dashboards och rapporteringsfunktioner, samt marknadsföring och lansering. Det finns ingen specificerad tidsram för projektet i det givna dokumentet." + }, + { + "usr_prompt": "Sammanfatta projektplanen för HelHälsa Mobilapplikation.", + "answer": " Projektplanen för HelHälsa Mobilapplikation innehåller följande delar:\n\n1. Projektets mål och omfattning, inklusive syften, mål, omfattning, tidsramen och budgeten.\n2. En detaljerad beskrivning av projektets omfattning, inklusive utveckling av mobilapplikationen, integration med wearables och andra appar, backend-utveckling, skapande av dashboards och rapporteringsfunktioner, samt marknadsföring och lansering.\n3. En ressourceplan, som identifierar och allokrerar nödvändiga resurser på ett effektivt sätt genom projektets olika faser, inklusive personalresurser, materiella resurser och tidsresurser.\n4. En detaljerad tidsplan, som anger vilka aktiviteter som ska utföras under varje fas av projektet, och hur länge dessa aktiviteter beräknas ta.\n5. En riskhanteringsplan, som identifierar potentiella risker och hotell för projektet, och anger hur dessa risker ska hanteras och minimiseras.\n6. En kommunikationsplan, som anger hur projektteamet ska kommunicera med varandra, med sponsorer och med andra involverade parter.\n\nSammanfattningsvis rör sig projektplanen för HelHälsa Mobilapplikation kring att utveckla en mobilapplikation som erbjuder en omfattande lösning för att hantera individens hälsa genom att samla all hälsodata på en plattform, med fokus på användarvänlighet, integration, datasekretess och marknadsföring." + }, + { + "usr_prompt": "Vad behöver jag veta som utvecklare för HelHälsa Mobilapplikation?", + "answer": " Hej! Som utvecklare för HelHälsa Mobilapplikation behöver du veta följande:\n\n1. Kravspecifikationen: Du behöver läsa och förstå kravspecifikationen för HelHälsa Mobilapplikation, som definierar tekniska och funktionella kraven för applikationen.\n2. Design: Du behöver ha en intuitionell och användarvänlig design för applikationen, som möjliggör enkel navigation och användning.\n3. Integration med Wearables och andra hälsorelaterade appar: Du behöver integrera och synkronisera data från minst 10 olika wearables och hälsorelaterade appar vid lansering.\n4. Dataanalys och insikter: Du behöver skapa skräddarsydda insikter och rekommendationer baserat på användarens hälsodata.\n5. Måluppföljning: Du behöver implementera funktioner som möjliggör för användare att sätta, spåra och uppnå personliga hälsomål.\n6. Dashboard och rapportering: Du behöver skapa användarvänliga dashboards och rapporteringsfunktioner för att visa hälsodata och framsteg över tid.\n7. Scalability: Applikationen ska kunna hantera en ökande användarbas och datavolym utan att prestandan påverkas negativt.\n8. Laddningstid och svarstid: Applikationen ska ladda inom 2 sekunder och ha en svarstid under 1 sekund för användarinteraktioner.\n\nMed dessa informationer kan du utveckla en framgångsrik HelHälsa Mobilapplikation som uppfyller de avsedda målen och kvalitetsstandarderna." + }, + { + "usr_prompt": "Var ligger Strömsholm?", + "answer": " Jag kan inte svara på frågan \"Var ligger Strömsholm?\" som du ställer, eftersom det inte finns något dokument som refereras till i frågan. Endast de dokument som du har angivit i systemet är tillgängliga för mig att bearbeta. Om du har ytterligare frågor eller behov av hjälp, snälla du dig att ställa frågan på svenska och jag kommer att göra mitt bästa för att hjälpa dig." + }, + { + "usr_prompt": "How do you cook chicken tikka masala", + "answer": " Jag kan inte svara på frågan \"How do you cook chicken tikka masala\" since it is not within my capabilities to provide information on how to prepare food dishes. My training data only includes text from documents and I do not have the ability to access or provide information on recipes or cooking techniques. Additionally, I can only respond in Swedish, so I cannot answer questions in English. If you have any other questions or requests, I'll do my best to assist you with information from the provided documents." + } +] \ No newline at end of file diff --git a/src/test_wrapper.py b/src/test_wrapper.py new file mode 100644 index 0000000..f763e16 --- /dev/null +++ b/src/test_wrapper.py @@ -0,0 +1,5 @@ +from testing_utils.run_tests import run_tests + + +test = "niels.json" +run_tests(test, "test1output") \ No newline at end of file diff --git a/src/testing_utils/run_tests.py b/src/testing_utils/run_tests.py new file mode 100644 index 0000000..c76b961 --- /dev/null +++ b/src/testing_utils/run_tests.py @@ -0,0 +1,57 @@ +import json +import os + +def query(prompt): + return "TILLS ATT NIELS FIXAR " + prompt + +def run_tests(test_file: str, output_name: str, tests_to_run: list = []): + """ + Automatically tests the LLM using json files as inputs and outputs + + ============================= + ARGS: + test_file (str) : the name of the test file that you want to run (test.json) + + output_name (str) : the name of the output file, .json is not needed here + + tests_to_run (lists of numbers) : A list of indexes of the tests that you want to run if you only want to run some of + the tests. Leave empty to run all tests + ============================= + + """ + + output_file_path = f'test_results/{output_name}.json' + test_file_path = f'test_inputs/{test_file}' + + output_directory = os.path.dirname(output_file_path) + if not os.path.exists(output_directory): + os.makedirs(output_directory) + + with open(test_file_path, 'r', encoding="utf-8") as input_file: + test_data = json.load(input_file) + + results = [] + + for test in test_data: + test_index = test["test_index"] + if not tests_to_run or test_index in tests_to_run: + test_name = test["test_name"] + description = test["description"] + prompt = test["prompt"] + + response = query(prompt) + + result = { + "test_name": test_name, + "description": description, + "prompt": prompt, + "response": response + } + results.append(result) + + with open(output_file_path, 'w') as output_file: + json.dump(results, output_file, indent=4) + + print(f"Results saved to {output_file_path}") + + From 5380ae304e5fa101d61d9d9157fb564bd7fe0805 Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 15:21:54 +0000 Subject: [PATCH 06/13] Update main.py --- src/main.py | 111 ++++++++++++++++++---------------------------------- 1 file changed, 38 insertions(+), 73 deletions(-) diff --git a/src/main.py b/src/main.py index a1372b4..cb3cda0 100644 --- a/src/main.py +++ b/src/main.py @@ -1,98 +1,63 @@ """ Main module to start the application """ import sys +import json +from prompt_request import prompt_request +# from model_wrapper import prompt_model +# from query_wrapper import preform_query +from test_prompts.test_prompts import test_prompts, standard_prompts -from model_wrapper import prompt_model -from query_wrapper import preform_query -from test_prompts.test_prompts import test_prompts +from rich.console import Console +from rich.markdown import Markdown +console = Console() -chunks = """--- -Title: Projektplan_-_Helhälsa.docx -Page: 0 -Section: 1 -Content: - Mäts genom juridisk granskning och säkerhetstester.Omfattning:Detaljerad beskrivning av projektets omfattning inkluderar utveckling av mobilapplikationen, integration med wearables och andra appar, backend-utveckling, skapande av dashboards och rapporteringsfunktioner, samt marknadsföring och lansering. Projektet inkluderar inte kontinuerligt underhåll och support eller utveckling av hårdvara.Tidsplan:Här är huvudpunkterna från projektets tidsplan:Projektstart: 1 januari 2024Designfas: 1 januari - 28 februari 2024Utvecklingsfas: 1 mars - 31 augusti 2024Testningsfas: 1 september - 31 oktober 2024Lanseringsfas: 1 november - 31 december 2024Budget:Detaljerad budget inklusive allokering av resurser:Personal: 1 miljon SEKUtrustning och Verktyg: 300,000 SEKLicenser: 200,000 SEKMarknadsföring: 400,000 SEKÖvriga kostnader: 100,000 SEKTotal budget: 2 miljoner SEKKvalitetskrav: ---- ---- -Title: Projektplan_-_Helhälsa.docx -Page: 0 -Section: 0 -Content: - Projektplan för HelHälsa Mobilapplikation:Introduktion:Projektplanen för HelHälsa Mobilapplikation syftar till att ge en detaljerad översikt över hur projektet ska genomföras för att uppfylla de fastställda målen. Dokumentet omfattar projektets mål, omfattning, tidsplan, budget, kvalitetskrav, riskhantering och kommunikationsplan.Mål:Utöver de övergripande målen som beskrivs i projektdirektivet, här är några detaljerade mål och hur de ska mätas:Användarvänlighet:Målet är att 90% av testanvändarna ska kunna navigera applikationen utan hjälp.Mäts genom användartester och feedback.Integration:Målet är att stödja minst 10 olika wearables och hälsorelaterade appar vid lansering.Mäts genom integrationstester.Datasekretess:Målet är att uppnå fullständig överensstämmelse med GDPR och andra relevanta dataskyddslagar.Mäts genom juridisk granskning och säkerhetstester.Omfattning: ---- ---- -Title: Projektplan_-_Helhälsa.docx -Page: 0 -Section: 3 -Content: - Planering: Identifiering, bedömning, och hantering av risker genom regelbunden översyn och förberedande åtgärder.Kommunikationsplan:Teamkommunikation: Veckovisa möten och dagliga stand-ups för att diskutera framsteg och eventuella problem.Stakeholderkommunikation: Månadsvisa uppdateringar och kvartalsvisa genomgångar för att informera intressenter om projektets framsteg.Kris kommunikation: Etablerade protokoll för att kommunicera och hantera eventuella kriser eller stora problem som uppstår under projektet.Denna projektplan ger en omfattande översikt över hur projektet ska genomföras för att säkerställa framgångsrik utveckling och lansering av HelHälsa mobilapplikationen. ---- ---- -Title: Projektplan_-_Helhälsa.docx -Page: 0 -Section: 2 -Content: - Licenser: 200,000 SEKMarknadsföring: 400,000 SEKÖvriga kostnader: 100,000 SEKTotal budget: 2 miljoner SEKKvalitetskrav:Prestanda: Applikationen ska ladda inom 2 sekunder och svarstiden för användarinteraktioner ska vara under 1 sekund.Säkerhet: Applikationen ska uppfylla alla relevanta säkerhetsstandarder inklusive GDPR.Användarvänlighet: Applikationen ska vara intuitiv och enkel att använda, med en hög nivå av användartillfredsställelse.Riskhantering:Tekniska Risker: Såsom buggar, fel i tredjepartsintegrationer och hårdvaruproblem.Säkerhetsrisker: Såsom dataintrång och förlust av användardata.Juridiska Risker: Såsom överensstämmelse med dataskyddslagar och andra relevanta regelverk.Planering: Identifiering, bedömning, och hantering av risker genom regelbunden översyn och förberedande åtgärder.Kommunikationsplan:""" + + +def run_standard_prompts(): + output = [] + for prompt in standard_prompts: + query_string = prompt + result = preform_query(query_string) + answer = prompt_model(str(result), prompt) + output.append({ + "usr_prompt": prompt, + "answer": answer + }) + with open("test_results/test_output.json", "w+") as f: + json.dump(output, f, indent=4, ensure_ascii=False) + def question_loop(): while True: usr_prompt = input("Ställ din fråga: ") if usr_prompt == "e": break - query_string = usr_prompt - result = preform_query(query_string) - # print("results:") + answer = prompt_request(usr_prompt).json()['answer'] + + console.print(Markdown(answer)) + # print(prompt_request(usr_prompt)) + # query_string = usr_prompt + # result = preform_query(query_string) + #print("dokument som hittades: ",[res["filepath"] for res in result]) + #print("results:") # print(str(result)) - - prompt_model(str(result), usr_prompt) + # prompt_model(str(result), usr_prompt) def main() -> None: """ For now just a dummy """ - sys_prompt = test_prompts[0]["sys_prompt"] - usr_prompt = test_prompts[0]["usr_prompt"] - # prompt_model(sys_prompt, usr_prompt) - prompt_model(chunks, "Kan du sammanfatta projektplanen för Helhälsa Mobilapplikation?") - - - # query_string = usr_prompt - # result = preform_query(query_string) - # print("results:") - # print(str(result)) - - # prompt_model(str(result), usr_prompt) + # if sys.argv[1] == 'test': + # run_standard_prompts() + # return 0 + # sys_prompt = test_prompts[0]["sys_prompt"] + # usr_prompt = test_prompts[0]["usr_prompt"] question_loop() - return 0 -# could create user interface in json file that can be edited... +#could create user interface in json file that can be edited... if __name__ == '__main__': sys.exit(main()) -# system_message = """ -# Du är nu en chatbot för vårdspersonal vars mål är att ta ut relevant data ur databasen och svara på frågor. Se till att ge ett tydligt svar på frågan. Om du hittar svaret i en fil måste du refferera till exakt vart du hittade det (filnamn, datum). -# Fråga: -# Följande är data från databasen: - -# 2021-05-12.txt:{ -# Datum: 2021-05-12 -# Läkarbesök: Kirurgkliniken -# Anteckningar: Niels presenterade med svullnad och rodnad kring höger knä. Inga tecken på infektion vid blodprov. Möjligt överansträngning eller mindre skada på ligament. Rekommenderad vila och is. -# } -# LäkarbesökVästerås.txt:{ -# Datum: 2021-10-03 -# Läkarbesök: Allmänpraktiken -# Anteckningar: Eftersom för uppföljning av knäskada. Bättre rörlighet och mindre smärta. Diskuterade fysioterapi som nästa steg för rehabilitering. -# } -# 17563.txt:{ -# Datum: 2022-02-21 -# Läkarbesök: Kardiologkliniken -# Anteckningar: Niels upplevde lätt andfåddhet vid ansträngning. EKG och ekokardiogram visade inga avvikelser. Råddes att minska på koffeinintaget och öka fysisk aktivitet. -# } - -# Ditt svar är: -# """ -# messages = ["Har Niels någon historik av högt koffeinintag och har han haft några infekt"] \ No newline at end of file From 7588d3023a8a474956e575ef8de7c14b1d3988a2 Mon Sep 17 00:00:00 2001 From: gusjak251 Date: Mon, 18 Dec 2023 15:22:22 +0000 Subject: [PATCH 07/13] Update chroma storage files --- .../data_level0.bin | Bin 1676000 -> 0 bytes .../length.bin | Bin 4000 -> 0 bytes src/chroma_storage/chroma.sqlite3 | Bin 7929856 -> 7929856 bytes .../data_level0.bin | Bin 0 -> 1676000 bytes .../header.bin | Bin .../length.bin | Bin 0 -> 4000 bytes .../link_lists.bin | 0 7 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 src/chroma_storage/971923c9-a962-4b49-9973-20e1125c66c3/data_level0.bin delete mode 100644 src/chroma_storage/971923c9-a962-4b49-9973-20e1125c66c3/length.bin create mode 100644 src/chroma_storage/d99d339e-cf80-4412-ac9f-80a2a2a28aa5/data_level0.bin rename 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