| import os |
| import logging |
| import requests |
| from typing import Dict, Optional |
|
|
| logger = logging.getLogger(__name__) |
|
|
| |
| BIOMECHANICAL_TEMPLATES = { |
| "warrior_2": { |
| "knee_l": { |
| "issue_low": { |
| "en": "Bend your left knee more to bring it directly over your ankle.", |
| "hi": "अपने बाएं घुटने को थोड़ा और मोड़ें ताकि वह टखने के ठीक ऊपर रहे।", |
| "bn": "আপনার বাম হাঁটু আরও বাঁকুন যাতে এটি গোড়ালির ঠিক উপরে থাকে।" |
| } |
| }, |
| "knee_r": { |
| "issue_low": { |
| "en": "Bend your right knee more to align it directly over your ankle.", |
| "hi": "अपने दाएं घुटने को थोड़ा और मोड़ें ताकि वह टखने के ठीक ऊपर रहे।", |
| "bn": "আপনার ডান হাঁটু আরও বাঁকুন যাতে এটি গোড়ালির ঠিক উপরে থাকে।" |
| } |
| } |
| }, |
| "chair_pose": { |
| "knee_l": { |
| "issue_low": { |
| "en": "Sit deeper to bring your thighs closer to parallel to the floor.", |
| "hi": "जांघों को फर्श के समानांतर लाने के लिए थोड़ा नीचे बैठें।", |
| "bn": "উরু মেঝের সমান্তরাল করার জন্য আর একটু নিচে বসুন।" |
| } |
| }, |
| "knee_r": { |
| "issue_low": { |
| "en": "Sit deeper to align both thighs towards parallel to the floor.", |
| "hi": "दोनों जांघों को फर्श के समानांतर करने के लिए थोड़ा नीचे बैठें।", |
| "bn": "দুই উরু মেঝের সমান্তরাল করার জন্য আর একটু নিচে বসুন।" |
| } |
| } |
| }, |
| "cobra_pose": { |
| "neck": { |
| "issue_low": { |
| "en": "Elongate your neck and gaze forward, relaxing your shoulders.", |
| "hi": "अपनी गर्दन को लंबी करें और सामने की ओर देखें, कंधों को ढीला छोड़ें।", |
| "bn": "আপনার ঘাড় সোজা করুন এবং সামনের দিকে তাকান, কাঁধ শিথিল রাখুন।" |
| } |
| } |
| }, |
| "plank": { |
| "elbow_l": { |
| "issue_low": { |
| "en": "Extend your left elbow to keep your arm straight.", |
| "hi": "अपने बाएं हाथ को सीधा रखने के लिए अपनी बाईं कोहनी को फैलाएं।", |
| "bn": "আপনার বাম হাত সোজা রাখতে বাম কনুই প্রসারিত করুন।" |
| } |
| }, |
| "elbow_r": { |
| "issue_low": { |
| "en": "Extend your right elbow to keep your arm straight.", |
| "hi": "अपने दाएं हाथ को सीधा रखने के लिए अपनी दाईं कोहनी को फैलाएं।", |
| "bn": "আপনার ডান হাত সোজা রাখতে ডান কনুই প্রসারিত করুন।" |
| } |
| }, |
| "trunk_l": { |
| "issue_low": { |
| "en": "Keep your spine and body in a straight line, do not let your hips sag.", |
| "hi": "अपनी रीढ़ और शरीर को एक सीधी रेखा में रखें, अपने नितंबों को नीचे न झुकने दें।", |
| "bn": "আপনার মেরুদণ্ড এবং শরীর সোজা রাখুন, নিতম্ব ঝুলে যেতে দেবেন না।" |
| } |
| } |
| }, |
| "tree_pose": { |
| "knee_l": { |
| "issue_low": { |
| "en": "Bend your left knee more and place your foot on your inner thigh.", |
| "hi": "अपने बाएं घुटने को अधिक मोड़ें और अपने पैर को अपनी आंतरिक जांघ पर रखें।", |
| "bn": "আপনার বাম হাঁটু আরও বাঁকুন এবং পায়ের পাতাটি উরুর ভেতরের দিকে রাখুন।" |
| } |
| }, |
| "hip_abduct_l": { |
| "issue_low": { |
| "en": "Open your left hip outward to bring your knee to the side.", |
| "hi": "अपने बाएं कूल्हे को बाहर की ओर खोलें ताकि आपका घुटना बगल की ओर हो सके।", |
| "bn": "আপনার বাম হাঁটু পাশের দিকে আনতে বাম হিপ বাইরের দিকে প্রসারিত করুন।" |
| } |
| }, |
| "knee_r": { |
| "issue_low": { |
| "en": "Keep your standing right leg fully straight and strong.", |
| "hi": "अपने खड़े हुए दाएं पैर को पूरी तरह से सीधा और मजबूत रखें।", |
| "bn": "দাঁড়িয়ে থাকা ডান পা সম্পূর্ণ সোজা এবং শক্ত রাখুন।" |
| } |
| } |
| }, |
| "mountain_pose": { |
| "knee_l": { |
| "issue_low": { |
| "en": "Keep your left leg straight and engage your thigh muscles.", |
| "hi": "अपने बाएं पैर को सीधा रखें और अपनी जांघ की मांसपेशियों को सक्रिय करें।", |
| "bn": "আপনার বাম পা সোজা রাখুন এবং উরুর পেশী সক্রিয় করুন।" |
| } |
| }, |
| "knee_r": { |
| "issue_low": { |
| "en": "Keep your right leg straight and engage your thigh muscles.", |
| "hi": "अपने दाएं पैर को सीधा रखें और अपनी जांघ की मांसपेशियों को सक्रिय करें।", |
| "bn": "আপনার ডান পা সোজা রাখুন এবং উরুর পেশী সক্রিয় করুন।" |
| } |
| }, |
| "trunk_l": { |
| "issue_low": { |
| "en": "Lengthen your spine and stand tall with shoulders relaxed.", |
| "hi": "अपनी रीढ़ को लंबा करें और कंधों को आराम देते हुए सीधे खड़े हों।", |
| "bn": "মেরুদণ্ড সোজা করে বুক টানটান করে দাঁড়ান এবং কাঁধ শিথিল রাখুন।" |
| } |
| } |
| }, |
| "downward_dog": { |
| "hip_l": { |
| "issue_low": { |
| "en": "Lift your hips higher to form a taller inverted V shape.", |
| "hi": "अपने कूल्हों को ऊंचा उठाएं ताकि एक बड़ा उल्टा वी आकार बने।", |
| "bn": "একটি বড় উল্টানো ভি আকৃতি তৈরি করতে আপনার নিতম্ব আরও উঁচু করুন।" |
| } |
| }, |
| "knee_l": { |
| "issue_low": { |
| "en": "Straighten your legs as much as comfortable, keeping heels reaching down.", |
| "hi": "जितना आरामदायक हो अपने पैरों को सीधा करें, एड़ियों को नीचे की ओर ले जाते हुए।", |
| "bn": "যতটা আরামদায়ক পা সোজা করুন, গোড়ালি নিচের দিকে রাখুন।" |
| } |
| }, |
| "shoulder_l": { |
| "issue_low": { |
| "en": "Press firmly through your hands and extend your arms fully.", |
| "hi": "अपने हाथों से मजबूती से दबाएं और अपनी बाहों को पूरी तरह फैलाएं।", |
| "bn": "হাতের উপর দৃঢ়ভাবে চাপ দিন এবং বাহু সম্পূর্ণ প্রসারিত করুন।" |
| } |
| } |
| } |
| } |
|
|
| DEFAULT_CORRECTIONS = { |
| "en": "Maintain your posture, breathing steadily.", |
| "hi": "अपनी मुद्रा बनाए रखें, लगातार सांस लेते रहें।", |
| "bn": "আপনার অঙ্গভঙ্গি বজায় রাখুন, নিয়মিত শ্বাস নিন।" |
| } |
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| _ESCALATION = { |
| 1: { |
| "en": "{base} You're about {deg} degrees off.", |
| "hi": "{base} आप लगभग {deg} डिग्री दूर हैं।", |
| "bn": "{base} আপনি প্রায় {deg} ডিগ্রি দূরে আছেন।", |
| }, |
| 2: { |
| "en": "Ease out of the shape and reset. Come back only as far as feels comfortable today.", |
| "hi": "मुद्रा से धीरे-धीरे बाहर आएं और फिर से शुरू करें। आज जितना सहज लगे, उतना ही करें।", |
| "bn": "ভঙ্গি থেকে ধীরে বেরিয়ে আসুন এবং আবার শুরু করুন। আজ যতটা স্বচ্ছন্দ, ততটুকুই করুন।", |
| }, |
| } |
|
|
|
|
| def _escalate(text: str, language: str, attempt: int, deg: float) -> str: |
| """attempt counts PRIOR deliveries of this cue that produced no measured |
| improvement. 0 -> the plain cue.""" |
| tier = min(int(attempt), 2) |
| if tier <= 0: |
| return text |
| tmpl = _ESCALATION[tier].get(language) or _ESCALATION[tier]["en"] |
| return tmpl.format(base=text, deg=int(round(deg))) |
|
|
|
|
| def generate_safe_correction( |
| pose_id: str, |
| deviations: Dict[str, float], |
| language: str = "en", |
| groq_api_key: Optional[str] = None, |
| attempt: int = 0, |
| ) -> tuple: |
| """ |
| Enforces a 3-stage validation pipeline: |
| Stage 1: Symbolic Rules Engine + Local template matching. |
| Stage 2: Optional Groq API translation/paraphrase inside safe boundaries. |
| Stage 3: Post-generation safety validation screening. |
| """ |
| pose_templates = BIOMECHANICAL_TEMPLATES.get(pose_id, {}) |
| |
| |
| target_joint = None |
| max_dev = 0.0 |
| for joint, dev_val in deviations.items(): |
| if joint in pose_templates and dev_val > max_dev: |
| if dev_val > 10.0: |
| max_dev = dev_val |
| target_joint = joint |
| |
| |
| if target_joint: |
| correction_text = pose_templates[target_joint]["issue_low"].get(language, "Adjust your alignment.") |
| else: |
| correction_text = DEFAULT_CORRECTIONS.get(language, "Adjust your alignment.") |
|
|
| is_safe = True |
|
|
| |
| |
| if target_joint and attempt >= 2: |
| return _escalate(correction_text, language, attempt, max_dev), True, target_joint |
| |
| |
| api_key = groq_api_key or os.environ.get("GROQ_API_KEY") |
| if api_key: |
| try: |
| headers = { |
| "Authorization": f"Bearer {api_key}", |
| "Content-Type": "application/json" |
| } |
| |
| lang_names = {"en": "English", "hi": "Hindi", "bn": "Bengali"} |
| target_lang_name = lang_names.get(language, "English") |
| |
| |
| |
| |
| |
| |
| |
| payload = { |
| "model": "qwen/qwen3.8-27b", |
| |
| |
| |
| |
| "messages": [ |
| { |
| "role": "system", |
| "content": f"You are a professional yoga instructor. Translate or paraphrase the user's instruction into {target_lang_name}. Do NOT suggest stretching further or pushing deeper. Keep it safe, concise (under 15 words), and respond ONLY in the {target_lang_name} language, with no preamble." |
| }, |
| {"role": "user", "content": correction_text}, |
| ], |
| "temperature": 0.2, |
| "max_tokens": 120, |
| "reasoning_format": "hidden" |
| } |
| response = requests.post("https://api.groq.com/openai/v1/chat/completions", json=payload, headers=headers, timeout=8) |
| if response.status_code != 200: |
| |
| |
| |
| logger.warning( |
| "Groq correction call returned %s, falling back to template: %s", |
| response.status_code, response.text[:200]) |
| if response.status_code == 200: |
| candidate_text = response.json()["choices"][0]["message"]["content"].strip() |
| |
| |
| forbidden_words = ["push", "force", "hurt", "pain", "stretch more", "further"] |
| if not any(word in candidate_text.lower() for word in forbidden_words): |
| correction_text = candidate_text |
| else: |
| is_safe = False |
| except Exception as e: |
| logger.warning(f"Groq correction call failed, falling back to template: {e}") |
| |
| if target_joint and attempt >= 1: |
| correction_text = _escalate(correction_text, language, attempt, max_dev) |
|
|
| return correction_text, is_safe, target_joint |
|
|
