diff --git a/README.md b/README.md index e69de29..f204fbd 100644 --- a/README.md +++ b/README.md @@ -0,0 +1,79 @@ +# MomConnect Intent Classifier + +Model that classifies the intent of inbound messages. + +## Development +This project uses [poetry](https://python-poetry.org/docs/#installation) for packaging and dependancy management, so install that first. + +Ensure you're also running at least python 3.11, `python --version`. + +Then you can install the dependencies +```bash +~ poetry install +``` + +To run a local worker, set NLU_USERNAME and NLU_PASSWORD environment variables, then start up the flask worker +```bash +~ poetry run flask --app src.application run +``` + +To run the autoformatting and linting, run +```bash +~ ruff format && ruff check && mypy --install-types +``` + +For the test runner, we use [pytest](https://docs.pytest.org/): +```bash +~ pytest +``` + +## Regenerating the embeddings json file + +1. Delete the json embeddings file in src/data/ +1. Update the nlu.yaml with your changes +1. Run the flask app, this should regenerate the embeddings file. `poetry run flask --app src.application run` + +## Editor configuration + +If you'd like your editor to handle linting and/or formatting for you, here's how to set it up. + +### Visual Studio Code + +1. Install the Python and Ruff extensions +1. In settings, check the "Python > Linting: Mypy Enabled" box +1. In settings, set the "Python > Formatting: Provider" to "black" (apparently "ruff format" isn't supported by the Python extension yet and "black" is probably close enough) +1. If you want to have formatting automatically apply, in settings, check the "Editor: Format On Save" checkbox + +Alternatively, add the following to your `settings.json`: +```json +{ + "python.linting.mypyEnabled": true, + "python.formatting.provider": "black", + "editor.formatOnSave": true, +} +``` + +## Release process + +To release a new version, follow these steps: + +1. Make sure all relevant PRs are merged and that all necessary QA testing is complete +1. Make sure release notes are up to date and accurate +1. In one commit on the `main` branch: + - Update the version number in `pyproject.toml` to the release version + - Replace the UNRELEASED header in `CHANGELOG.md` with the release version and date +1. Tag the release commit with the release version (for example, `v0.2.1` for version `0.2.1`) +1. Push the release commit and tag +1. In one commit on the `main` branch: + - Update the version number in `pyproject.toml` to the next pre-release version + - Add a new UNRELEASED header in `CHANGELOG.md` +1. Push the post-release commit + +## Running in Production +There is a [docker image](https://github.com/praekeltfoundation/mc-intent-classifier/pkgs/container/mc-intent-classifier) that can be used to easily run this service. It uses the following environment variables for configuration: + +| Variable | Description | +| ---------- | ----------- | +| NLU_USERNAME | The username used for API requests | +| NLU_PASSWORD | The password used for API requests | +| SENTRY_DSN | Where to send exceptions to | diff --git a/src/application.py b/src/application.py index 2f8ee04..aa52f9e 100644 --- a/src/application.py +++ b/src/application.py @@ -13,7 +13,8 @@ dirname = os.path.dirname(__file__) DATA_PATH = Path(f"{dirname}/data") -OUTPUT_FILE_PATH = DATA_PATH / "new_test_intent_embeddings.json" +NLU_FILE_PATH = DATA_PATH / "nlu.yaml" +EMBEDDINGS_FILE_PATH = DATA_PATH / "intent_embeddings.json" app = Flask(__name__) app.config["BASIC_AUTH_USERNAME"] = os.environ.get("NLU_USERNAME") @@ -31,7 +32,9 @@ metrics = PrometheusMetrics(app) metrics.info("app_info", "Application info", version=version) -classifier = IntentClassifier(json_path=OUTPUT_FILE_PATH) +classifier = IntentClassifier( + embeddings_path=EMBEDDINGS_FILE_PATH, nlu_path=NLU_FILE_PATH +) @app.route("/") diff --git a/src/data/intent_embeddings.json b/src/data/intent_embeddings.json index ed12598..0796674 100644 --- a/src/data/intent_embeddings.json +++ b/src/data/intent_embeddings.json @@ -1 +1 @@ -{"baby_loss": [[-0.018671296536922455, -0.010559424757957458, -0.06550733000040054, -0.019229574128985405, -0.04186252877116203, -0.04443657770752907, -0.00019463381613604724, -0.005944864358752966, 0.010686637833714485, -0.03486468270421028, 0.028508175164461136, 0.0327887125313282, -0.0005438707885332406, 0.008969886228442192, 0.04605270177125931, 0.027597449719905853, 0.0031413736287504435, -0.0366957001388073, -0.029369812458753586, 0.00351004209369421, 0.0034537685569375753, 0.03693424537777901, -0.0012000796850770712, -0.022136265411973, 0.042556729167699814, 0.027327166870236397, -0.028135761618614197, -0.022948747500777245, 0.035090114921331406, -0.040569137781858444, 0.041674382984638214, 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these messages anymore. + - Please stop the reminders, I lost my child. + - My baby is no more, please stop the notifications. + - Hi actually I gave birth to a stillborn. + - Baby died plz stop sending. + - please stop with the messages, I had a miscarriage. + - M hurt please stop sending me messages, I got a miscarriage last year in October. It was 32 weeks. + - Stop sending my baby passed away. + - Thank u but there's no need to be sending this message, I had a miscarriage. + - Ndoto vha block coz hezwi vha chi send milaedza yavho vha nkhumbuza nwananga t chaitoda. + - Hello MomConnect, I lost my baby last of last week. + - I have lost my kid. + - Stop, MY CHILD HAS PASSED AWAY. + - I lost my baby. + - I had a miscarriage plz stop sending these messages. + - My baby didn’t make it, please stop the notifications. + - Plz don’t send me any more messages, my baby passed away. + - I lost my child, no need for these messages. + - My baby is gone, pls stop sending reminders. + - Plz stop the messages, my baby didn’t survive. + - I gave birth to a stillborn, stop the reminders. + - My baby is no more, stop these messages. + - Baby didn’t make it, plz stop sending notifications. + - I had a miscarriage, no more messages pls. + - Plz stop the messages, my baby died. + - My baby died, plz stop all notifications. + - I lost the baby, stop the messages. + - Plz stop, I lost my child. + + - intent: Affirm + examples: | + - Thank you for the information. + - Yes, I received the message. + - I appreciate the help. + - Hi, how are you? + - No, I don’t have any more questions. + - Thanks! + - Okay, got it. + - Sure, that sounds good. + - Awesome, thanks! + - Yes, please. + - No, thank you. + - Got it, thanks! + - Absolutely. + - Definitely. + - Yeah, I understand. + - Alright, I’ll do that. + - Okay, I’ll follow up. + - Sounds good. + - Thanks, I’ll keep that in mind. + - No worries, all good. + - Sure thing. + - Cool, thanks! + - Right, I get it. + - Sure, no problem. + - Fine, understood. + - Ok, I see. + - Yep, that’s clear. + - Thanks a lot. + - I got it, thanks. + - Sure, thanks for the update. + + - intent: Opt out + examples: | + - Please stop sending me messages. + - I want to unsubscribe from MomConnect. + - How do I opt-out of these notifications? + - I no longer wish to receive updates. + - Stop sending me reminders. + - Please, stop sending me the SMS. + - Am done, so I don’t want any more messages. + - I think you have the wrong person, I am a grandmother with no babies. + - I want to opt out. + - Stop this nonsense. + - Who is this? I don’t understand this language or know you. + - I don’t want to receive messages from you. + - Remove me from your list. + - I don’t want these updates anymore. + - Please, no more messages. + - Unsubscribe me from this service. + - I don’t need these notifications anymore. + - Can you stop sending me messages? + - Please, take me off your list. + - I don’t want to be part of MomConnect anymore. + - Stop texting me. + - I’m not interested, please stop. + - How do I stop these messages? + - No more updates, please. + - Please unsubscribe me. + - I’m done, stop the messages. + - Please remove my number from your system. + - I don’t want to receive SMS from you. + - Stop contacting me, please. + - I want to end my subscription. + - Please stop, I don’t need these messages. + + - intent: Facility Complaint + examples: | + - The nurse at the clinic was rude to me. + - I waited for hours at the healthcare center without any assistance. + - The facility was not clean, and I felt unsafe. + - The staff at the clinic were not helpful at all. + - I didn’t receive the treatment I needed at the hospital. + - The clinic ran out of the necessary medicine. + - The hospital staff were very unprofessional. + - I had a bad experience at the clinic today. + - The doctor was dismissive of my concerns. + - The clinic didn’t have enough seating, and I had to stand the entire time. + - The healthcare workers ignored me when I asked for help. + - The clinic was overcrowded, and I couldn’t get the care I needed. + - The hospital didn’t have the equipment needed for my treatment. + - The nurse didn’t explain my treatment properly. + - The clinic was closed when I arrived, even though it was supposed to be open. + - I had to wait too long to see a doctor at the healthcare facility. + - The hospital didn’t have my records, and I had to wait even longer. + - The staff at the clinic were unorganized and confused. + - The nurse refused to listen to my symptoms. + - The clinic was out of vaccines, and I had to come back another day. + - I felt disrespected by the staff at the health center. + - The hospital was very dirty, and I was afraid of getting an infection. + - The doctor didn’t take my condition seriously. + - The clinic didn’t provide the medication I needed. + - The waiting area was uncomfortable and overcrowded. + - The staff at the hospital didn’t care about my needs. + - I had a negative experience at the clinic, and I want to file a complaint. + - The clinic’s service was very slow, and I couldn’t wait any longer. + - The nurse didn’t wear gloves during my examination. + - I wasn’t able to get the help I needed at the healthcare facility. + - The hospital staff were rude and unhelpful. + - There were long queues, and I had to wait all day to be seen. + - There was a lack of service at the clinic; no one attended to me. + - I spent the whole day at the clinic because of the long lines. + - The clinic didn't have enough staff to handle the patients. + - The service at the hospital was terrible; I had to wait forever. + - I left the clinic because the queue was too long and I couldn’t wait anymore. + - The clinic was severely understaffed, and it affected the service. + - The queues at the healthcare facility were unbearable. + - I didn’t get any service at the clinic after waiting for hours. + + - intent: Facility Compliment + examples: | + - Nurses at the clinic were so kind n helpful. + - Had a gr8 experience at the health center 2day. + - Staff at the hospital were very pro. + - Clinic was clean, felt well cared 4. + - Got excellent service at the clinic. + - Doctors at the hospital were very understanding. + - Clinic was well-organized, seen quickly. + - Grateful 4 the care I got at the clinic. + - Staff at the clinic made me feel safe. + - Hospital was very clean n neat. + - Friendly service at the health center. + - Nurses were patient n explained everything. + - I was treated with respect at the clinic. + - Hospital staff were quick n efficient. + - Clinic gave me excellent care. + - Felt well taken care of at the clinic. + - Staff at the clinic were very helpful. + - Doctor was thorough n listened 2 all my concerns. + - Hospital had a welcoming vibe. + - Service at the clinic was top-notch. + - Healthcare workers were very supportive. + - Positive experience at the hospital, very satisfied. + - Clinic staff were polite n pro. + - Impressed by the care at the clinic. + - Hospital staff went the extra mile 2 help. + - Clinic was well-equipped n clean. + - Service at the clinic was fast n efficient. + - Felt respected at the healthcare facility. + - Nurses at the clinic were very caring. + - Hospital gave outstanding care during my visit. + + - intent: Chatbot Complaint + examples: | + - You are not responding to my questions. + - I'm not getting the reminders from MomConnect as expected. + - Your messages are not clear. + - MomConnect gave me incorrect information. + - I'm frustrated with your service. + - I don't get the messages from MomConnect. + - MomConnect didn't answer my question properly. + - Why didn’t you remind me about my appointment? + - MomConnect replies are too slow. + - You don’t help me when I need it. + - I’m not happy with the information from MomConnect. + - Your messages are confusing. + - MomConnect didn’t send me the information I asked for. + - I’m tired of waiting for your response. + - MomConnect didn’t update me about my baby’s progress. + - I never got the reminder from you. + - Your service is not reliable. + - MomConnect sent me the wrong message. + - Why do you always send the same information? + - I’m not getting the support I need from MomConnect. + - Your responses are not helpful. + - MomConnect sent me a message that doesn’t make sense. + - You didn’t remind me about my clinic visit. + - You keep repeating the same message. + - Why didn’t MomConnect tell me about my baby’s development? + - Your information is outdated. + - I asked MomConnect a question, but I didn’t get a reply. + - You’re not giving me the advice I need. + - MomConnect doesn’t seem to understand what I’m asking. + - I’m not satisfied with your answers. + + - intent: Chatbot Compliment + examples: | + - You are really helpful for me and my baby. + - I appreciate the reminders from MomConnect. + - You give me useful information every week. + - I love how MomConnect keeps me informed. + - Thank you for the helpful messages, MomConnect! + - You’re doing a great job with the updates. + - I really value the advice from MomConnect. + - Your reminders are always on point. + - I feel supported because of your messages. + - MomConnect always sends me the right information. + - I like how you keep track of my progress. + - Your messages are very encouraging. + - I’m grateful for the info you share with me, MomConnect. + - You’re always there when I need help. + - MomConnect's advice is very practical. + - I trust the information you provide. + - You’re making this journey easier for me. + - I appreciate your timely messages. + - Your updates help me feel more prepared. + - MomConnect has been a great help during my pregnancy. + - Your reminders are very helpful. + - MomConnect keeps me informed every step of the way. + - Your advice is very reassuring. + - You’re doing an amazing job, MomConnect. + - I’m thankful for your support. + - Your messages make me feel confident. + - MomConnect is always so reliable. + - I like how you always check on me. + - Your messages give me peace of mind. + - MomConnect has been very supportive. + + - intent: Baby Development Enquiry + examples: | + - How do I know if my baby is developing well? + - What milestones should my baby be hitting at 6 months? + - My baby is not sitting up yet, should I be worried? + - What foods should I start introducing to my baby? + - How often should I be feeding my newborn? + - Can you tell me if my baby’s growth is normal? + - When should my baby start crawling? + - What should my baby be doing at 4 months? + - My baby isn’t rolling over yet, is that okay? + - What’s the right age to start solid foods? + - MomConnect, what are the signs of healthy development? + - When should my baby start teething? + - Is it normal for my baby to not crawl by 9 months? + - What are the first words my baby should say? + - How many naps should my baby take each day? + - You haven’t told me when my baby should start walking. + - How do I help my baby start talking? + - My baby isn’t growing as fast as others, is that normal? + - MomConnect, when should I start potty training? + - What’s the ideal weight for a 6-month-old baby? + - You said my baby should be standing by now, is that true? + - When will my baby start recognizing me? + - Is it safe to start my baby on cow’s milk at 12 months? + - What should I do if my baby is a picky eater? + - My baby cries a lot, is this a development issue? + - When should my baby start responding to their name? + - Can you tell me when my baby should start sleeping through the night? + - What’s the right age for my baby to start using a sippy cup? + - How do I know if my baby is meeting their milestones? + - My baby hasn’t started babbling yet, is that a concern? + + - intent: General Pregnancy Enquiry + examples: | + - What should I expect in the third trimester? + - Is it normal to have back pain during pregnancy? + - How much weight should I gain while pregnant? + - What foods should I avoid when pregnant? + - How often should I visit the clinic during pregnancy? + - Wat r common symptoms in the 1st trimester? + - When should I start feeling baby move? + - Can I exercise while preg? + - How do I know if my pregnancy is on track? + - Wat to do if I have morning sickness? + - What are the best prenatal vitamins to take? + - Is it safe to travel while pregnant? + - How much water should I drink during pregnancy? + - What are signs of early labor? + - How to deal with stretch marks during pregnancy? + - Can I take over-the-counter meds while pregnant? + - Wat should I pack for the hospital? + - How to manage stress while pregnant? + - What foods should I eat for a healthy pregnancy? + - How much sleep do I need during pregnancy? + - When should I start preparing for delivery? + - Is it okay to drink coffee while pregnant? + - Tell me about the stages of labor. + - What are the risks of a high-risk pregnancy? + - How to improve baby’s health during pregnancy? + - Is it safe to have sex while pregnant? + - What should I avoid doing while pregnant? + - How do I know if something is wrong with my pregnancy? + - What exercises are safe while pregnant? + - What’s the best way to relieve pregnancy headaches? + + - intent: Language + examples: | + - Can I get messages in Zulu instead of English? + - Please send me messages in my preferred language, Xhosa. + - I want to switch the language to Tswana. + - Could you send the updates in Afrikaans? + - I don’t understand English well, please change it to my home language. + - Plz switch my messages to Venda. + - How do I change the language to Ndebele? + - Ndifuna umyalezo ngesiXhosa, hayi ngesiNgesi. + - Can I receive updates in Tsonga, plz? + - Hey, send me the msgs in Zulu. + - Plz use Xhosa instead of English for me. + - Change the lang to Afrikaans, plz. + - Please update me with Xitsonga, not English. + - May you pls send msgs in Venda? + - Ke kopa o ntumele melaetsa ka Sesotho. + - Plz, can you change my msgs to Zulu? + - Can I get messages in Ndebele? + - Plz send me msgs in Tsonga. + - Is it possible to switch to Tswana language? + - Can you send the updates in Xhosa? + - I don’t get English well, can you change to Zulu? + - Ngicela ukuthola imiyalezo ngesiZulu. + - Please send msgs in Sesotho instead of English. + - Plz send me my messages in Venda. + - I want my updates in Tsonga now. + - Please switch to Afrikaans for me. + - Can you change to Xhosa, plz? + - Ndicela i-updates ngesiXhosa. + - Ngiyabonga, kodwa ngicela imiyalezo ngesiZulu. + - Can I have the messages in Tswana from now on? + + - intent: Channel Switch + examples: | + - I want to receive updates via WhatsApp instead of SMS. + - Can u send the msgs on WhatsApp insted of SMS? + - Plz swtch my msgs frm SMS to WhatsApp. + - How do I change my updates frm SMS to WhatsApp? + - I prefer gettin the msgs on WhatsApp. + - Can u move my updates to WhatsApp? + - I don't want SMS, plz snd on WhatsApp. + - Switch my msgs frm SMS to WhatsApp, pls. + - Snd me updates on WhatsApp insted of SMS. + - I'd like to get the notifications on WhatsApp nw. + - Can I get my msgs via WhatsApp, not SMS? + - Plz snd my updates thru WhatsApp. + - Change my msgs frm SMS to WhatsApp. + - I prefer WhatsApp for msgs, not SMS. + - Plz move my msgs to WhatsApp. + - Can u snd updates via WhatsApp insted? + - Switch my notifications to WhatsApp. + - How do I swtch frm SMS to WhatsApp? + - Plz start snding msgs on WhatsApp. + - I'd rather get WhatsApp updates, not SMS. + - I don’t want SMS anymore, plz use WhatsApp. + - Update me via WhatsApp, not SMS. + - Can I change my channel to WhatsApp? + - Plz swtch to WhatsApp for my updates. + - Snd my msgs on WhatsApp, not SMS. + - I'd like WhatsApp updates insted of SMS. + - Plz snd future msgs on WhatsApp. + - I want to get notifications on WhatsApp nw. + - Can u swtch my updates to WhatsApp? + - I'd rather rcv updates on WhatsApp, plz. + + - intent: Personal Data Update + examples: | + - My due date is wrong, it should be updated. + - I need to change my phone number in your records. + - My baby was born on the 15th, not the 20th. + - Can you correct my date of birth in the system? + - I gave birth, please update my records. + - My baby landed on 24 march 2020 date at 2:00 pm. + - My WhatsApp number has changed to 0736174716. + - I want to change details, my new number is +27836173871. + - No, I don't want to change my number. + - I don't want to change my cellphone number. + - Plz update my due date, it’s wrong. + - My new number is 0612345678, plz update it. + - The baby’s DOB is incorrect, it’s 10th not 12th. + - Can u change my birthdate to the right one? + - I had my baby, pls update my info. + - Plz correct my EDD, it’s supposed to be July 20. + - My number changed, here’s the new one: 0823456789. + - Update my records, my baby was born on the 5th. + - The system has my wrong DOB, plz fix it. + - Plz change my contact number to the new one. + - I want to update my baby’s birthdate, it’s wrong. + - I need to fix my EDD in ur records. + - My new WhatsApp number is 0712345678, plz update. + - Plz correct my baby’s birth date, it’s wrong in the system. + - My phone number has changed, update ur records. + - I had a baby, pls update my info. + - The due date is incorrect, plz fix it. + - Can u update my DOB to the correct one? + - I gave birth, plz change my records. + - Here’s my new number: 0845671234, plz update. + + - intent: PMTCT + examples: | + - How can I prevent transmitting HIV to my baby? + - Is it safe to breastfeed if I’m HIV positive? + - What medication should I take to protect my baby from HIV? + - Can I give my baby formula if I’m HIV positive? + - What are the chances of my baby being HIV positive? + - I don't have HIV, is my baby safe? + - Can I breastfeed if I have HIV? + - How do I make sure my baby doesn’t get HIV from me? + - What meds should I take to protect my baby from HIV? + - Is it ok to use formula if I'm HIV positive? + - Will my baby be HIV positive too? + - I'm HIV positive, can I still breastfeed? + - How do I stop my baby from getting HIV? + - Can I feed my baby formula if I’m HIV+? + - What’s the risk of my baby getting HIV? + - Plz help, I’m HIV positive, can I breastfeed? + - What should I do to protect my baby from HIV? + - Is formula safe for my baby if I have HIV? + - What are the chances my baby will get HIV from me? + - I’m HIV positive, what can I do to keep my baby safe? + - Can I breastfeed safely if I’m HIV+? + - How to make sure my baby doesn’t get HIV from me? + - What can I do to prevent HIV transmission to my baby? + - Is breastfeeding safe for HIV positive moms? + - What should I take to protect my baby from HIV? + - Can I give formula to my baby if I have HIV? + - Will my baby get HIV if I breastfeed? + - What’s the risk of my child being HIV positive? + - If I have HIV, can I breastfeed my baby? + - How can I make sure my baby is HIV negative? + - How do I protect my baby from getting AIDS? + - What should I know about breastfeeding if I have AIDS? + - If I have AIDS, can I still breastfeed my baby? + - Will my baby get AIDS from me? + - Can I pass AIDS to my baby during pregnancy? + - Is it safe to breastfeed if I have AIDS? + - What’s the risk of my baby getting AIDS? + - How can I keep my baby safe if I have AIDS? + + - intent: Switch to Postbirth + examples: | + - I've given birth, please start sending postbirth messages. + - My baby is born, can you update the messages I receive? + - I delivered last week, please change my messages. + - I had my baby, can you send me postbirth messages? + - Please start sending me postbirth content, my baby is here. + - I have given birth, can you update the messages? + - My baby was born yesterday, please send postbirth messages. + - I need postbirth messages now, I’ve had my baby. + - Can you send me postbirth messages now? My baby is born. + - I’ve had my baby, please send me postnatal messages. + - Please start sending me postbirth messages, my baby is here. + - I’ve delivered, please send me postbirth updates. + - I gave birth, update the messages to postbirth. + - My baby arrived, please send postnatal content. + - I need postbirth messages now, I’ve had my baby. + - My child is here, send me postbirth messages please. + - My delivery was successful, please send me postbirth content. + - The baby is born, please start sending postbirth updates. + - I’ve had my baby, can you send me postbirth messages now? + - Please update my messages to postbirth, I’ve delivered. + - I gave birth, please change the message set to postnatal care. + - My baby is here, send me postbirth content. + - Can you send me postbirth messages? I’ve had my child. + - I delivered my baby, please send me postbirth updates. + - My baby was born, start sending postnatal content. + - I’m a new mom, please send me postbirth messages. + - The baby is here, update the messages to postnatal. + - I had my child, please change the message set. + - My baby is born, send me postbirth updates. + - Please send me postbirth content, my baby has arrived. + + - intent: Clinic Appointment Enquiry + examples: | + - When’s my next clinic appointment? + - I missed my clinic visit, what should I do? + - Can I reschedule my clinic date? + - Wot time is my clinic appt 2moro? + - Do I need to bring anything 4 my clinic visit? + - How do I confirm my clinic appointment? + - Didn’t get my clinic reminder, when’s it? + - Can I move my clinic date? + - Is my clinic appt still on 4 2day? + - Where is my clinic? + - I forgot the time of my clinic appointment, pls remind me. + - What do I need to bring 2 my clinic visit? + - Is my clinic visit a must? + - I need to cancel my clinic appt, how do I do that? + - What should I expect at my clinic visit? + - Can u send me a reminder 4 my clinic? + - Can I change the clinic date to another day? + - How often should I go 4 clinic visits? + - Do I have a clinic appt this week? + - What if I miss my clinic date? + - Plz tell me the date of my next clinic visit. + - Is my clinic appointment confirmed? + - Not sure if I have a clinic appt, can u check? + - How do I change the time of my clinic appt? + - Can u help me with details of my clinic visit? + - What should I do b4 my clinic appt? + - Is there a fee 4 my clinic visit? + - How can I update my clinic appt? + - I didn’t get a reminder 4 my clinic appt, when’s it? + - What should I bring 2 my clinic appointment 2moro? + - Can I move my clinic appointment to another day? + - What’s the time of my clinic visit? + - Is the clinic open on weekends for my visit? + - Can you remind me of my clinic date? + - Do I need to bring my baby for the clinic visit? + + - intent: Spam + examples: | + - Shell oil tanks are totally full! 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Visit this website. + - Forward this message to 10 friends to win. + - Get 50% off your next purchase using this code. + - This is not related, but can you help me with my CV? + + - synonym: clinic + examples: | + - clinic + - hospital + - healthcare center + - health facility + - medical center + + - synonym: appointment + examples: | + - appointment + - appt + - visit + - checkup + - date + - session + + - synonym: reminder + examples: | + - reminder + - alert + - notification + - message + - memo + + - synonym: reschedule + examples: | + - reschedule + - change + - move + - adjust + - shift + - postpone + - delay + + - synonym: confirm + examples: | + - confirm + - verify + - check + - validate + - make sure + + - synonym: time + examples: | + - time + - hour + - schedule + - timing + - when + + - synonym: date + examples: | + - date + - day + - appointment + - schedule + - booking + + - synonym: bring + examples: | + - bring + - take + - carry + - pack + - come with + + - synonym: next + examples: | + - next + - upcoming + - following + - future + - soon + + - synonym: week + examples: | + - week + - wk + - wks + - 7 days + - weekly + + - synonym: cancel + examples: | + - cancel + - remove + - stop + - void + - delete + + - synonym: change + examples: | + - change + - update + - modify + - switch + - alter + - adjust + + - synonym: fee + examples: | + - fee + - charge + - cost + - payment + - price + - bill + + - synonym: weekend + examples: | + - weekend + - saturday + - sunday + - wknd + - end of week + + - synonym: sms + examples: | + - sms + - text + - txt + + - synonym: hiv + examples: | + - hiv + - hiv positive + - h.i.v. + + - synonym: register + examples: | + - register + - join + - sign up + - enroll + + - synonym: breastfeeding + examples: | + - breastfeeding + - breastmilk + - breast milk + - suckling + - nursing + - breastfed + + - synonym: covid-19 + examples: | + - covid-19 + - covid + - corona + - coronavirus + - corona virus + - the virus + + - synonym: vaccination + examples: | + - vaccination + - vaccine + - immunization + - immunisation + - injection + - shot + + - synonym: whatsapp + examples: | + - whatsapp + - whatsp + - wa + - watsapp + + - synonym: opt out + examples: | + - opt out + - unsubscribe + - stop messages + - stop notifications + + - synonym: arvs + examples: | + - arvs + - arv + - antiretrovirals + + - synonym: nevirapine + examples: | + - nevirapine + - nevirapin + + - synonym: ndebele + examples: | + - ndebele + - isindebele + + - synonym: sotho + examples: | + - sotho + - sesotho + - northern sotho + + - synonym: swati + examples: | + - swati + - isiswati + - siswati + + - synonym: tswana + examples: | + - tswana + - setswana + + - synonym: tsonga + examples: | + - tsonga + - xitsonga + - tsongha + + - synonym: venda + examples: | + - venda + - tshivenda + + - synonym: xhosa + examples: | + - xhosa + - isixhosa + - sixhosa + + - synonym: zulu + examples: | + - zulu + - isizulu + - zul + + - synonym: english + examples: | + - english + - isingisi + - inglish + + - synonym: yes + examples: | + - yes + - yeah + - yea + - yip + - ja + - yebo + - ya + - yep + - yup + - yah + - ewe + + - synonym: ok + examples: | + - ok + - okay + - oky + - k + - shap + - sure + - ouk + + - synonym: thanks + examples: | + - thanks + - thank you + - thankyou + - tnx + - thnks + - dankie + - enkosi + - ngiyabonga + - siyabonga + - thnx + - thanx + - thankx + - thanku + - appreciate + + - synonym: no + examples: | + - no + - nope + - nah + - nee + - cha + - hayi + + - synonym: pregnancy + examples: | + - pregnant + - expecting + - preggy + - prego + - preg + - with child + - carrying + - expecting a baby + - pregnantcy + + - synonym: baby + examples: | + - infant + - newborn + - child + - little one + - babe + - kid + - bby (common misspelling) + - baba (common in some languages) + - infant + - newborn + - little one + - bebe (misspelling) + - bby + - baby boy + - baby girl diff --git a/src/intent_classifier.py b/src/intent_classifier.py index 2963827..0fc152f 100644 --- a/src/intent_classifier.py +++ b/src/intent_classifier.py @@ -3,6 +3,7 @@ from typing import Tuple import numpy as np +import yaml from sentence_transformers import SentenceTransformer from sklearn.metrics.pairwise import cosine_similarity @@ -10,12 +11,18 @@ class IntentClassifier: - def __init__(self, json_path, model_name=DEFAULT_MODEL): + def __init__(self, embeddings_path, nlu_path, model_name=DEFAULT_MODEL): """ Initialize with precomputed embeddings from a JSON file and model. """ self.model_name = model_name - self.json_path = Path(json_path) + + if not embeddings_path.exists(): + labeled_data = read_yaml(nlu_path) + embeddings = compute_embeddings(labeled_data) + save_embeddings_to_file(embeddings, embeddings_path) + + self.json_path = Path(embeddings_path) self._load_model() self.embeddings = self._load_embeddings() @@ -88,3 +95,81 @@ def classify(self, incoming_text) -> Tuple[str, float]: best_intent = max(average_similarities, key=average_similarities.get) confidence = average_similarities[best_intent] return best_intent, confidence + + +def read_yaml(yaml_file_path): + """ + Read intents and examples from a YAML file, ignoring synonym entries, + and removing leading '-' from each example. + + Args: + yaml_file_path (str or Path): Path to the YAML file. + + Returns: + dict: A dictionary containing intents as keys and examples as values. + """ + yaml_file_path = Path(yaml_file_path) + + if not yaml_file_path.exists(): + raise FileNotFoundError(f"The file '{yaml_file_path}' does not exist.") + + try: + with yaml_file_path.open("r", encoding="utf-8") as f: + data = yaml.safe_load(f) + except yaml.YAMLError as e: + raise ValueError(f"Error parsing YAML file '{yaml_file_path}': {e}") from e + + intents_data = {} + for entry in data.get("nlu", []): + if "intent" in entry: + intent = entry["intent"] + examples = entry["examples"].splitlines() + examples = [ + example.lstrip("-").strip() for example in examples if example.strip() + ] + intents_data[intent] = examples + + if not intents_data: + raise ValueError("No intents found in the provided YAML file.") + + return intents_data + + +def compute_embeddings(labeled_data, model_name=DEFAULT_MODEL): + """ + Compute embeddings for labeled data using SentenceTransformer. + + Model options: + - BAAI/bge-m3: best for multilingual tasks + - all-MiniLM-L6-v2: best for English-only tasks + - sartifyllc/African-Cross-Lingua-Embeddings-Model: to be explored + """ + try: + model = SentenceTransformer(model_name) + except Exception as e: + raise ValueError(f"Error loading model '{model_name}': {e}") from e + + embeddings = {} + for intent, texts in labeled_data.items(): + try: + embeddings[intent] = model.encode(texts).tolist() + except Exception as e: + raise ValueError( + f"Error computing embeddings for intent '{intent}': {e}" + ) from e + + return embeddings + + +def save_embeddings_to_file(embeddings, output_file): + """ + Save computed embeddings to a JSON file. + """ + output_file = Path(output_file) + + try: + with output_file.open("w") as f: + json.dump(embeddings, f) + print(f"Embeddings saved to '{output_file}'.") + except OSError as e: + raise OSError(f"Error saving embeddings to '{output_file}': {e}") from e