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Update app.py
Browse files
app.py
CHANGED
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@@ -13,19 +13,21 @@ MODELS = {
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"Mistral 7B Instruct": "mistralai/Mistral-7B-Instruct-v0.3",
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}
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DATASETS = ["The Stack", "CodeXGLUE"]
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HF_TOKEN = os.getenv("HF_TOKEN")
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DB_PATH = "history.db"
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SYSTEM_DEFAULT = (
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"You are a backend-focused coding assistant. "
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"Always prioritize database, API, authentication, routing, migrations, and CRUD logic. "
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"Provide full backend code scaffolds with files, paths, and commands. "
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"Only include frontend if required for framework integration
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)
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# ---------------------------
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# DB Setup
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# ---------------------------
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def db():
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conn = sqlite3.connect(DB_PATH)
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@@ -121,7 +123,7 @@ def update_session_title_if_needed(session_id: int, first_user_text: str):
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conn.close()
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# ---------------------------
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# Helpers
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# ---------------------------
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def label_to_id(label: str | None) -> int | None:
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if not label:
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@@ -148,7 +150,7 @@ def load_dataset_by_name(name: str):
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return None
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# ---------------------------
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# Gradio Callbacks
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# ---------------------------
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def refresh_sessions_cb():
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labels, _ = list_sessions()
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@@ -183,6 +185,7 @@ def is_frontend_request(user_text: str) -> bool:
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text_lower = user_text.lower()
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return any(kw in text_lower for kw in FRONTEND_KEYWORDS)
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def send_cb(user_text, selected_label, chatbot_msgs, system_message, max_tokens, temperature, top_p, model_choice, dataset_choice, *args):
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sid = label_to_id(selected_label)
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if sid is None:
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@@ -190,12 +193,14 @@ def send_cb(user_text, selected_label, chatbot_msgs, system_message, max_tokens,
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labels, _ = list_sessions()
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selected_label = next((lbl for lbl in labels if lbl.startswith(f"{sid} ")), None)
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add_message(sid, "user", user_text)
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update_session_title_if_needed(sid, user_text)
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display_msgs = chatbot_msgs[:]
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display_msgs.append({"role": "user", "content": user_text})
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if is_frontend_request(user_text):
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apology = "⚠️ I'm a backend-focused assistant and cannot provide frontend code."
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display_msgs.append({"role": "assistant", "content": apology})
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@@ -203,6 +208,7 @@ def send_cb(user_text, selected_label, chatbot_msgs, system_message, max_tokens,
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yield (display_msgs, "", selected_label)
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return
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display_msgs.append({"role": "assistant", "content": "…"})
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yield (display_msgs, "", selected_label)
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@@ -218,6 +224,7 @@ def send_cb(user_text, selected_label, chatbot_msgs, system_message, max_tokens,
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top_p=float(top_p),
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stream=True,
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):
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if not hasattr(chunk, "choices") or not chunk.choices:
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continue
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choice = chunk.choices[0]
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@@ -247,6 +254,7 @@ def regenerate_cb(selected_label, system_message, max_tokens, temperature, top_p
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if not msgs:
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return [], ""
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if msgs and msgs[-1]["role"] == "assistant":
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conn = db()
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cur = conn.cursor()
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@@ -277,6 +285,7 @@ def regenerate_cb(selected_label, system_message, max_tokens, temperature, top_p
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top_p=float(top_p),
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stream=True,
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):
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if not hasattr(chunk, "choices") or not chunk.choices:
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continue
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choice = chunk.choices[0]
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@@ -298,7 +307,7 @@ def regenerate_cb(selected_label, system_message, max_tokens, temperature, top_p
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yield display_msgs
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# ---------------------------
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# App UI
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# ---------------------------
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init_db()
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labels, _ = list_sessions()
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@@ -311,19 +320,6 @@ default_selected = labels[0] if labels else None
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with gr.Blocks(title="Backend-Focused LLaMA/Mistral CRUD Assistant", theme=gr.themes.Soft()) as demo:
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gr.HTML("""
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<style>
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.compact-row {
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margin-bottom: 0.5rem !important;
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}
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.compact-slider {
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margin-bottom: 0.3rem !important;
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}
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.small-textbox {
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margin-bottom: 0.5rem !important;
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}
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.section-header {
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margin-bottom: 0.5rem !important;
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font-weight: 600;
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}
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button {
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background-color: #22c55e !important;
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color: #ffffff !important;
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@@ -336,39 +332,41 @@ with gr.Blocks(title="Backend-Focused LLaMA/Mistral CRUD Assistant", theme=gr.th
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outline: 2px solid #166534 !important;
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outline-offset: 2px;
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}
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</style>
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""")
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gr.Markdown("## 🗄️ Backend CRUD
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with gr.Row():
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-
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# Sessions section
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gr.Markdown("### 📁 Sessions", elem_classes=["section-header"])
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session_list = gr.Radio(
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choices=labels,
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value=default_selected,
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label="Your chats",
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interactive=True
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elem_classes=["compact-row"]
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)
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#
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refresh_btn = gr.Button("🔄", size="sm", variant="secondary")
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# Rename section - more compact
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with gr.Row(elem_classes=["compact-row"]):
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edit_title_box = gr.Textbox(
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label="✏️ Rename",
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placeholder="New title...",
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scale=3,
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elem_classes=["small-textbox"]
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)
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rename_btn = gr.Button("💾", size="sm", scale=1)
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def rename_session_cb(new_title, selected_label):
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sid = label_to_id(selected_label)
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cur.execute("UPDATE sessions SET title=? WHERE id=?", (new_title.strip(), sid))
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conn.commit()
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conn.close()
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labels, _ = list_sessions()
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new_selected = next((lbl for lbl in labels if lbl.startswith(f"{sid} ")), None)
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return gr.update(choices=labels, value=new_selected)
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rename_btn.click(rename_session_cb, inputs=[edit_title_box, session_list], outputs=session_list)
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with gr.Column(scale=1):
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gr.Markdown("**📚 Dataset**")
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dataset_choice = gr.Dropdown(
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choices=DATASETS,
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value=DATASETS[0],
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label="",
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interactive=True,
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container=False
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)
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# Generation Settings - more compact
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gr.Markdown("### ⚙️ Settings", elem_classes=["section-header"])
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# Compact system message
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system_box = gr.Textbox(
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value=SYSTEM_DEFAULT,
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label="System prompt",
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lines=2,
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max_lines=2,
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elem_classes=["small-textbox"]
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)
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# Sliders in compact layout
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max_tokens = gr.Slider(
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256, 2048, value=1200, step=16,
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label="Max tokens",
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elem_classes=["compact-slider"]
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)
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temperature = gr.Slider(
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0.0, 2.0, value=0.25, step=0.05,
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label="Temperature",
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elem_classes=["compact-slider"]
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)
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)
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with gr.Column(scale=3):
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chatbot = gr.Chatbot(
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label="Assistant",
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height=520,
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type="messages",
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show_copy_button=True
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)
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with gr.Row():
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user_box = gr.Textbox(
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placeholder="Describe your CRUD/backend task…",
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lines=2,
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max_lines=3,
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scale=5,
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container=False
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)
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with gr.Row():
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send_btn = gr.Button("Send ▶️", variant="primary"
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regen_btn = gr.Button("Regenerate 🔁", variant="secondary"
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# Event handlers (unchanged)
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refresh_btn.click(refresh_sessions_cb, outputs=session_list)
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new_btn.click(new_chat_cb, outputs=[session_list, chatbot, user_box])
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del_btn.click(delete_chat_cb, inputs=session_list, outputs=[session_list, chatbot])
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"Mistral 7B Instruct": "mistralai/Mistral-7B-Instruct-v0.3",
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}
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DATASETS = ["The Stack", "CodeXGLUE"] # Dropdown for dataset selection
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HF_TOKEN = os.getenv("HF_TOKEN") # Set in your Space's Secrets
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DB_PATH = "history.db"
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SYSTEM_DEFAULT = (
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"You are a backend-focused coding assistant. "
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"Always prioritize database, API, authentication, routing, migrations, and CRUD logic. "
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"Provide full backend code scaffolds with files, paths, and commands. "
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"Only include frontend if required for framework integration "
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"(e.g., Laravel Blade, Django templates). "
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"If user asks for too much frontend, politely say: 'I'm a backend-focused assistant and cannot provide excessive frontend code.'"
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)
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# ---------------------------
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# DB Setup
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# ---------------------------
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def db():
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conn = sqlite3.connect(DB_PATH)
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conn.close()
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# ---------------------------
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# Helpers
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# ---------------------------
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def label_to_id(label: str | None) -> int | None:
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if not label:
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return None
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# ---------------------------
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# Gradio Callbacks
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# ---------------------------
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def refresh_sessions_cb():
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labels, _ = list_sessions()
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text_lower = user_text.lower()
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return any(kw in text_lower for kw in FRONTEND_KEYWORDS)
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# --- Fixed send_cb to show user message ---
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def send_cb(user_text, selected_label, chatbot_msgs, system_message, max_tokens, temperature, top_p, model_choice, dataset_choice, *args):
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sid = label_to_id(selected_label)
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if sid is None:
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labels, _ = list_sessions()
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selected_label = next((lbl for lbl in labels if lbl.startswith(f"{sid} ")), None)
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# Save user message
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add_message(sid, "user", user_text)
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update_session_title_if_needed(sid, user_text)
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display_msgs = chatbot_msgs[:]
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display_msgs.append({"role": "user", "content": user_text})
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# Check for frontend-heavy request
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if is_frontend_request(user_text):
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apology = "⚠️ I'm a backend-focused assistant and cannot provide frontend code."
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display_msgs.append({"role": "assistant", "content": apology})
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yield (display_msgs, "", selected_label)
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return
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# Normal backend response
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display_msgs.append({"role": "assistant", "content": "…"})
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yield (display_msgs, "", selected_label)
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top_p=float(top_p),
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stream=True,
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):
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# --- FIX: handle models that send empty chunks or use message instead of delta ---
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if not hasattr(chunk, "choices") or not chunk.choices:
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continue
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choice = chunk.choices[0]
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if not msgs:
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return [], ""
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# Remove the last assistant message if it exists (to regenerate it)
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if msgs and msgs[-1]["role"] == "assistant":
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conn = db()
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cur = conn.cursor()
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top_p=float(top_p),
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stream=True,
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):
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# --- FIX: handle models that send empty chunks or use message instead of delta ---
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if not hasattr(chunk, "choices") or not chunk.choices:
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continue
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choice = chunk.choices[0]
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yield display_msgs
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# ---------------------------
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# App UI
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# ---------------------------
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init_db()
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labels, _ = list_sessions()
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with gr.Blocks(title="Backend-Focused LLaMA/Mistral CRUD Assistant", theme=gr.themes.Soft()) as demo:
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gr.HTML("""
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<style>
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button {
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background-color: #22c55e !important;
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color: #ffffff !important;
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outline: 2px solid #166534 !important;
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outline-offset: 2px;
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}
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.compact-sliders .gr-form {
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margin-bottom: 0.5rem !important;
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}
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.compact-sliders .gr-slider {
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margin-bottom: 0.5rem !important;
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}
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.compact-sliders .gr-number {
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margin-bottom: 0.5rem !important;
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}
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.system-message-compact .gr-form {
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margin-bottom: 0.5rem !important;
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}
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.system-message-compact .gr-textarea {
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min-height: 80px !important;
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max-height: 120px !important;
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}
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</style>
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""")
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gr.Markdown("## 🗄️ LLaMA & Mistral Backend-Focused CRUD Automation — with Persistent History")
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with gr.Row(equal_height=True):
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with gr.Column(scale=1, min_width=260):
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gr.Markdown("### 📁 Sessions")
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session_list = gr.Radio(
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choices=labels,
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value=default_selected,
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label="Your chats",
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interactive=True
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)
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# -----------------------
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# Editable title input
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# -----------------------
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edit_title_box = gr.Textbox(label="✏️ Rename Chat", placeholder="Edit selected chat title...")
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rename_btn = gr.Button("💾 Save Title")
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def rename_session_cb(new_title, selected_label):
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sid = label_to_id(selected_label)
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cur.execute("UPDATE sessions SET title=? WHERE id=?", (new_title.strip(), sid))
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conn.commit()
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conn.close()
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# Refresh the session list and keep the same one selected
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labels, _ = list_sessions()
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new_selected = next((lbl for lbl in labels if lbl.startswith(f"{sid} ")), None)
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return gr.update(choices=labels, value=new_selected)
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| 384 |
|
| 385 |
+
# Connect button to callback
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| 386 |
rename_btn.click(rename_session_cb, inputs=[edit_title_box, session_list], outputs=session_list)
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| 387 |
|
| 388 |
+
with gr.Row():
|
| 389 |
+
new_btn = gr.Button("➕ New Chat", variant="primary")
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| 390 |
+
del_btn = gr.Button("🗑️ Delete", variant="stop")
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| 391 |
+
refresh_btn = gr.Button("🔄 Refresh", variant="secondary")
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| 392 |
+
|
| 393 |
+
gr.Markdown("### 🤖 Model Selection")
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| 394 |
+
model_choice = gr.Dropdown(
|
| 395 |
+
choices=list(MODELS.keys()),
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| 396 |
+
value=list(MODELS.keys())[0],
|
| 397 |
+
label="Choose a model",
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| 398 |
+
interactive=True
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|
| 399 |
)
|
| 400 |
+
|
| 401 |
+
gr.Markdown("### 📚 Dataset Selection")
|
| 402 |
+
dataset_choice = gr.Dropdown(
|
| 403 |
+
choices=DATASETS,
|
| 404 |
+
value=DATASETS[0],
|
| 405 |
+
label="Select a dataset",
|
| 406 |
+
interactive=True
|
| 407 |
)
|
| 408 |
|
| 409 |
+
gr.Markdown("### ⚙️ Generation Settings")
|
| 410 |
+
with gr.Group(elem_classes="system-message-compact"):
|
| 411 |
+
system_box = gr.Textbox(
|
| 412 |
+
value=SYSTEM_DEFAULT,
|
| 413 |
+
label="System message",
|
| 414 |
+
lines=3
|
| 415 |
+
)
|
| 416 |
+
|
| 417 |
+
with gr.Group(elem_classes="compact-sliders"):
|
| 418 |
+
max_tokens = gr.Slider(256, 4096, value=1200, step=16, label="Max tokens")
|
| 419 |
+
temperature = gr.Slider(0.0, 2.0, value=0.25, step=0.05, label="Temperature")
|
| 420 |
+
top_p = gr.Slider(0.1, 1.0, value=0.9, step=0.05, label="Top-p")
|
| 421 |
+
|
| 422 |
with gr.Column(scale=3):
|
| 423 |
+
chatbot = gr.Chatbot(label="Assistant", height=600, type="messages")
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|
| 424 |
with gr.Row():
|
| 425 |
+
user_box = gr.Textbox(placeholder="Describe your CRUD/backend task…", lines=3, scale=5)
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|
| 426 |
with gr.Row():
|
| 427 |
+
send_btn = gr.Button("Send ▶️", variant="primary")
|
| 428 |
+
regen_btn = gr.Button("Regenerate 🔁", variant="secondary")
|
| 429 |
|
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|
| 430 |
refresh_btn.click(refresh_sessions_cb, outputs=session_list)
|
| 431 |
new_btn.click(new_chat_cb, outputs=[session_list, chatbot, user_box])
|
| 432 |
del_btn.click(delete_chat_cb, inputs=session_list, outputs=[session_list, chatbot])
|