Update app.py
Browse files
app.py
CHANGED
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@@ -4,12 +4,12 @@ import os
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from io import BytesIO
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from huggingface_hub import InferenceClient
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#
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TEXT_MODEL
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VISION_MODEL = "Salesforce/blip2-opt-2.7b" # for OCR/description of image
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FALLBACK_TEXT = "microsoft/Phi-3-mini-4k-instruct"
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SYSTEM_PROMPT = """You are a warm, patient math tutor for students from Grade 1 through High School.
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@@ -53,26 +53,21 @@ def image_to_base64(pil_image):
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return None
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def
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if
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return InferenceClient(model=model, token=HF_TOKEN, provider="hf-inference")
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return InferenceClient(model=model, provider="hf-inference")
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def describe_image(pil_image):
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"""Use image-to-text to extract math problem text from a worksheet image."""
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try:
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client = get_client(VISION_MODEL)
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b64 = image_to_base64(pil_image)
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# Use image-to-text (captioning) to describe what's in the image
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result = client.image_to_text(pil_image)
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return result if result else None
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except Exception as e:
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return None
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def solve_math(image_input, text_input, grade_level):
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has_image = image_input is not None
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has_text = text_input and text_input.strip()
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@@ -83,19 +78,20 @@ def solve_math(image_input, text_input, grade_level):
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yield "π Reading your problem..."
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grade_note = f"Grade level: {grade_level}."
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problem_text = ""
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# If image provided, first extract text from it
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if has_image:
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yield "πΌοΈ Extracting problem from image..."
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description = describe_image(image_input)
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if description:
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problem_text = f"The worksheet image shows: {description}"
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else:
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problem_text = "A math problem from a worksheet image (could not auto-read β student may clarify below)"
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else:
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problem_text = text_input.strip()
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@@ -103,54 +99,46 @@ def solve_math(image_input, text_input, grade_level):
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yield "β‘ Solving step by step..."
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yield
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except Exception as e:
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err = str(e)
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if "401" in err:
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yield (
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f"β οΈ Model `{model}` requires authorization. Trying backup model...\n\n"
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)
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continue
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elif "503" in err or "loading" in err.lower():
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yield "β³ **Model is warming up.** Please wait ~30 seconds and try again."
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return
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elif "429" in err:
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yield "β οΈ HuggingFace is busy. Please wait a few seconds and try again."
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return
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else:
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yield f"β οΈ Model `{model}` failed: {err}\n\nTrying backup...\n\n"
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continue
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"
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CSS = """
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@@ -163,6 +151,7 @@ CSS = """
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--accent: #58a6ff;
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--accent2: #bc8cff;
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--green: #3fb950;
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--text: #e6edf3;
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--muted: #7d8590;
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--border: #30363d;
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@@ -180,6 +169,12 @@ body, .gradio-container { background: var(--bg) !important; font-family: 'Nunito
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.panel-label { font-size:.72rem; font-weight:800; letter-spacing:.12em; text-transform:uppercase; color:var(--muted); margin-bottom:6px; }
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.solve-btn { background:linear-gradient(135deg,var(--accent),var(--accent2)) !important; color:#fff !important; font-family:'Nunito',sans-serif !important; font-weight:900 !important; font-size:1.05rem !important; border:none !important; border-radius:12px !important; padding:14px 0 !important; width:100% !important; cursor:pointer !important; transition:all .2s !important; }
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.solve-btn:hover { transform:translateY(-2px) !important; box-shadow:0 8px 24px rgba(88,166,255,.35) !important; }
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@@ -189,7 +184,11 @@ body, .gradio-container { background: var(--bg) !important; font-family: 'Nunito
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.output-box { background:var(--surface) !important; border:1px solid var(--border) !important; border-radius:var(--radius) !important; padding:24px !important; min-height:420px !important; font-family:'Nunito',sans-serif !important; font-size:.97rem !important; line-height:1.8 !important; color:var(--text) !important; }
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.output-box code { font-family:'JetBrains Mono',monospace !important; background:var(--surface2) !important; border-radius:6px !important; padding:2px 8px !important; }
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.info-box strong { color:var(--green); }
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footer { display:none !important; }
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@@ -213,12 +212,15 @@ EXAMPLES = [
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[None, "Differentiate f(x) = 3xΒ³ β 2x + 7", "Grade 11β12 (Pre-Calculus, Statistics, Calculus)"],
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]
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with gr.Blocks(css=CSS, title="Interactive Math Tutor") as demo:
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gr.HTML("""
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<div class="math-header">
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<h1>π Interactive Math Tutor</h1>
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<p>
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<div class="badge-row">
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<span class="badge">βοΈ Arithmetic</span>
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<span class="badge">Β½ Fractions</span>
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with gr.Row(equal_height=False):
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with gr.Column(scale=4, min_width=300):
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gr.HTML('<div class="panel-label" style="margin-top:14px">βοΈ Or Type Your Problem</div>')
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text_input = gr.Textbox(
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solve_btn = gr.Button("π Solve & Explain", elem_classes=["solve-btn"])
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clear_btn = gr.Button("π Clear", elem_classes=["clear-btn"])
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gr.HTML("""
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<div class="info-box">
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<strong>β
100% Free β no API key, no sign-up</strong><br>
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Powered by open-source AI on HuggingFace servers.<br>
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Share this page with anyone!<br><br>
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<strong>β³ First response</strong> may take ~20β30s if the model just woke up.
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After that, answers stream in quickly.
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</div>
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""")
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gr.HTML('<div class="panel-label" style="margin-top:16px">π‘ Try an example</div>')
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gr.Examples(
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with gr.Column(scale=6, min_width=360):
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gr.HTML('<div class="panel-label">π Step-by-Step Solution</div>')
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solve_btn.click(
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fn=solve_math,
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inputs=[image_input, text_input, grade_dropdown],
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outputs=output_display,
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)
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clear_btn.click(
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fn=lambda: (None, "", "Auto-detect from problem",
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"*Your solution will appear here.*"),
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inputs=[],
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outputs=[image_input, text_input, grade_dropdown, output_display],
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)
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if __name__ == "__main__":
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from io import BytesIO
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from huggingface_hub import InferenceClient
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# Space owner can pre-set a token as a Secret named HF_TOKEN
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# If not set, users provide their own below
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SPACE_TOKEN = os.environ.get("HF_TOKEN", "")
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# Mistral is open-licensed, no gate, works with any valid HF token
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TEXT_MODEL = "mistralai/Mistral-7B-Instruct-v0.3"
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SYSTEM_PROMPT = """You are a warm, patient math tutor for students from Grade 1 through High School.
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return None
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def solve_math(image_input, text_input, grade_level, user_token):
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# Decide which token to use
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token = user_token.strip() if user_token and user_token.strip() else SPACE_TOKEN
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if not token:
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yield (
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"π **A HuggingFace token is required to use this app.**\n\n"
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"It's free and takes 30 seconds:\n"
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"1. Go to [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens)\n"
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"2. Click **New token** β choose **Read** access β copy it\n"
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"3. Paste it in the **HuggingFace Token** box on the left\n\n"
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"Your token is never stored β it's only used for this session."
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)
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return
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has_image = image_input is not None
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has_text = text_input and text_input.strip()
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yield "π Reading your problem..."
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grade_note = f"Grade level: {grade_level}."
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# Build problem text
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if has_image and has_text:
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problem_text = (
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f"I have a worksheet image with a math problem. "
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f"Here is what it says (typed by me): {text_input.strip()}\n"
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f"Please teach me how to solve it step by step."
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)
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elif has_image:
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problem_text = (
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"I have a worksheet image with a math problem. "
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"Please describe what kind of problem it likely is and teach me how to solve it step by step. "
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"If you cannot see the image content, ask me to type the problem."
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)
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else:
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problem_text = text_input.strip()
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yield "β‘ Solving step by step..."
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try:
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client = InferenceClient(
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model=TEXT_MODEL,
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token=token,
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provider="hf-inference",
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)
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stream = client.chat.completions.create(
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messages=[
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{"role": "system", "content": SYSTEM_PROMPT},
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{"role": "user", "content": full_prompt},
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],
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max_tokens=1200,
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temperature=0.3,
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stream=True,
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)
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output = ""
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for chunk in stream:
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token_text = chunk.choices[0].delta.content or ""
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if token_text:
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output += token_text
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yield output
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if not output:
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yield "β οΈ No response received. Please try again in a moment."
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except Exception as e:
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err = str(e)
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if "401" in err:
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yield (
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"β **Invalid token.** Please check your HuggingFace token and try again.\n\n"
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"Get a free token at [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens)"
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)
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elif "503" in err or "loading" in err.lower():
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yield "β³ **Model is warming up.** Please wait ~30 seconds and try again."
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elif "429" in err:
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yield "β οΈ HuggingFace is busy. Please wait a few seconds and try again."
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else:
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yield f"β Error: {err}"
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CSS = """
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--accent: #58a6ff;
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--accent2: #bc8cff;
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--green: #3fb950;
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--red: #f85149;
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--text: #e6edf3;
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--muted: #7d8590;
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--border: #30363d;
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.panel-label { font-size:.72rem; font-weight:800; letter-spacing:.12em; text-transform:uppercase; color:var(--muted); margin-bottom:6px; }
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.token-box textarea, .token-box input { background:var(--surface2) !important; border:1px solid var(--border) !important; border-radius:10px !important; color:var(--text) !important; font-family:'JetBrains Mono',monospace !important; font-size:.85rem !important; }
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.token-box textarea:focus, .token-box input:focus { border-color:var(--accent) !important; box-shadow:0 0 0 3px rgba(88,166,255,.15) !important; }
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.gr-textbox textarea, .gr-textbox input { background:var(--surface2) !important; border:1px solid var(--border) !important; border-radius:10px !important; color:var(--text) !important; font-family:'Nunito',sans-serif !important; font-size:.95rem !important; }
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.gr-textbox textarea:focus { border-color:var(--accent) !important; box-shadow:0 0 0 3px rgba(88,166,255,.15) !important; }
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.solve-btn { background:linear-gradient(135deg,var(--accent),var(--accent2)) !important; color:#fff !important; font-family:'Nunito',sans-serif !important; font-weight:900 !important; font-size:1.05rem !important; border:none !important; border-radius:12px !important; padding:14px 0 !important; width:100% !important; cursor:pointer !important; transition:all .2s !important; }
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.solve-btn:hover { transform:translateY(-2px) !important; box-shadow:0 8px 24px rgba(88,166,255,.35) !important; }
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.output-box { background:var(--surface) !important; border:1px solid var(--border) !important; border-radius:var(--radius) !important; padding:24px !important; min-height:420px !important; font-family:'Nunito',sans-serif !important; font-size:.97rem !important; line-height:1.8 !important; color:var(--text) !important; }
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.output-box code { font-family:'JetBrains Mono',monospace !important; background:var(--surface2) !important; border-radius:6px !important; padding:2px 8px !important; }
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.token-info { background:var(--surface2); border:1px solid var(--border); border-left:3px solid var(--accent); border-radius:10px; padding:12px 16px; margin-top:8px; font-size:.82rem; color:var(--muted); line-height:1.7; }
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.token-info a { color:var(--accent); text-decoration:none; }
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.token-info strong { color:var(--text); }
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.info-box { background:var(--surface2); border:1px solid var(--border); border-left:3px solid var(--green); border-radius:10px; padding:12px 16px; margin-top:16px; font-size:.82rem; color:var(--muted); line-height:1.6; }
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| 192 |
.info-box strong { color:var(--green); }
|
| 193 |
|
| 194 |
footer { display:none !important; }
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|
| 212 |
[None, "Differentiate f(x) = 3xΒ³ β 2x + 7", "Grade 11β12 (Pre-Calculus, Statistics, Calculus)"],
|
| 213 |
]
|
| 214 |
|
| 215 |
+
# Whether space owner has pre-configured a token
|
| 216 |
+
OWNER_TOKEN_SET = bool(SPACE_TOKEN)
|
| 217 |
+
|
| 218 |
with gr.Blocks(css=CSS, title="Interactive Math Tutor") as demo:
|
| 219 |
|
| 220 |
gr.HTML("""
|
| 221 |
<div class="math-header">
|
| 222 |
<h1>π Interactive Math Tutor</h1>
|
| 223 |
+
<p>Step-by-step guidance Β· Grade 1 to High School Β· Powered by open-source AI</p>
|
| 224 |
<div class="badge-row">
|
| 225 |
<span class="badge">βοΈ Arithmetic</span>
|
| 226 |
<span class="badge">Β½ Fractions</span>
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|
|
|
| 234 |
|
| 235 |
with gr.Row(equal_height=False):
|
| 236 |
with gr.Column(scale=4, min_width=300):
|
| 237 |
+
|
| 238 |
+
# Only show token box if owner hasn't pre-set one
|
| 239 |
+
if not OWNER_TOKEN_SET:
|
| 240 |
+
gr.HTML('<div class="panel-label">π HuggingFace Token (free)</div>')
|
| 241 |
+
user_token = gr.Textbox(
|
| 242 |
+
label="",
|
| 243 |
+
placeholder="hf_xxxxxxxxxxxxxxxxxxxx",
|
| 244 |
+
type="password",
|
| 245 |
+
lines=1,
|
| 246 |
+
elem_classes=["token-box"],
|
| 247 |
+
)
|
| 248 |
+
gr.HTML("""
|
| 249 |
+
<div class="token-info">
|
| 250 |
+
<strong>Get your free token in 30 seconds:</strong><br>
|
| 251 |
+
1. Go to <a href="https://huggingface.co/settings/tokens" target="_blank">huggingface.co/settings/tokens</a><br>
|
| 252 |
+
2. Click <strong>New token</strong> β <strong>Read</strong> access β Copy<br>
|
| 253 |
+
3. Paste it above Β· Never stored, session-only
|
| 254 |
+
</div>
|
| 255 |
+
""")
|
| 256 |
+
else:
|
| 257 |
+
user_token = gr.Textbox(value="", visible=False)
|
| 258 |
+
gr.HTML("""
|
| 259 |
+
<div class="info-box">
|
| 260 |
+
<strong>β
Ready to use β no setup needed!</strong><br>
|
| 261 |
+
Token pre-configured by the Space owner.
|
| 262 |
+
</div>
|
| 263 |
+
""")
|
| 264 |
+
|
| 265 |
+
gr.HTML('<div class="panel-label" style="margin-top:16px">π Upload Worksheet (optional)</div>')
|
| 266 |
+
image_input = gr.Image(type="pil", label="", height=180)
|
| 267 |
|
| 268 |
gr.HTML('<div class="panel-label" style="margin-top:14px">βοΈ Or Type Your Problem</div>')
|
| 269 |
text_input = gr.Textbox(
|
|
|
|
| 279 |
solve_btn = gr.Button("π Solve & Explain", elem_classes=["solve-btn"])
|
| 280 |
clear_btn = gr.Button("π Clear", elem_classes=["clear-btn"])
|
| 281 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
| 282 |
gr.HTML('<div class="panel-label" style="margin-top:16px">π‘ Try an example</div>')
|
| 283 |
+
gr.Examples(
|
| 284 |
+
examples=[[None, p, g, ""] for (_, p, g) in EXAMPLES],
|
| 285 |
+
inputs=[image_input, text_input, grade_dropdown, user_token],
|
| 286 |
+
label=""
|
| 287 |
+
)
|
| 288 |
|
| 289 |
with gr.Column(scale=6, min_width=360):
|
| 290 |
gr.HTML('<div class="panel-label">π Step-by-Step Solution</div>')
|
|
|
|
| 295 |
|
| 296 |
solve_btn.click(
|
| 297 |
fn=solve_math,
|
| 298 |
+
inputs=[image_input, text_input, grade_dropdown, user_token],
|
| 299 |
outputs=output_display,
|
| 300 |
)
|
| 301 |
clear_btn.click(
|
| 302 |
+
fn=lambda: (None, "", "Auto-detect from problem", "",
|
| 303 |
"*Your solution will appear here.*"),
|
| 304 |
inputs=[],
|
| 305 |
+
outputs=[image_input, text_input, grade_dropdown, user_token, output_display],
|
| 306 |
)
|
| 307 |
|
| 308 |
if __name__ == "__main__":
|