Spaces:
Sleeping
Sleeping
Akis Giannoukos
commited on
Commit
·
17f0761
1
Parent(s):
d3feaf4
Add UI controls for switching models
Browse files
app.py
CHANGED
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@@ -20,6 +20,7 @@ from transformers import (
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from gtts import gTTS
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import spaces
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# ---------------------------
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@@ -30,6 +31,22 @@ DEFAULT_ASR_MODEL_ID = os.getenv("ASR_MODEL_ID", "openai/whisper-tiny.en")
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CONFIDENCE_THRESHOLD_DEFAULT = float(os.getenv("CONFIDENCE_THRESHOLD", "0.8"))
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MAX_TURNS = int(os.getenv("MAX_TURNS", "12"))
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USE_TTS_DEFAULT = os.getenv("USE_TTS", "false").strip().lower() == "true"
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# ---------------------------
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@@ -61,14 +78,48 @@ def get_textgen_pipeline():
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# Use a small default chat model for Spaces CPU; override via LLM_MODEL_ID
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_gen_pipe = pipeline(
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task="text-generation",
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-
model=
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-
tokenizer=
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device=_hf_device(),
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torch_dtype=(torch.float16 if torch.cuda.is_available() else torch.float32),
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)
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return _gen_pipe
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# ---------------------------
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# Utilities
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# ---------------------------
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@@ -531,6 +582,11 @@ def create_demo():
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threshold = gr.Slider(0.5, 1.0, value=CONFIDENCE_THRESHOLD_DEFAULT, step=0.05, label="Confidence Threshold (stop when min ≥ τ)")
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tts_enable = gr.Checkbox(label="Speak clinician responses (TTS)", value=USE_TTS_DEFAULT)
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tts_audio = gr.Audio(label="Clinician voice", interactive=False)
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with gr.Row():
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audio = gr.Audio(sources=["microphone"], type="filepath", label="Speak your response (or use text)")
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@@ -561,6 +617,18 @@ def create_demo():
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reset_btn.click(fn=reset_app, inputs=None, outputs=[chatbot, scores_state, meta_state, finished_state, turns_state])
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return demo
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demo = create_demo()
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)
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from gtts import gTTS
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import spaces
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import threading
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# ---------------------------
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CONFIDENCE_THRESHOLD_DEFAULT = float(os.getenv("CONFIDENCE_THRESHOLD", "0.8"))
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MAX_TURNS = int(os.getenv("MAX_TURNS", "12"))
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USE_TTS_DEFAULT = os.getenv("USE_TTS", "false").strip().lower() == "true"
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CONFIG_PATH = os.getenv("MODEL_CONFIG_PATH", "model_config.json")
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def _load_model_id_from_config() -> str:
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try:
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if os.path.exists(CONFIG_PATH):
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with open(CONFIG_PATH, "r") as f:
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data = json.load(f)
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if isinstance(data, dict) and data.get("model_id"):
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return str(data["model_id"])
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except Exception:
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pass
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return DEFAULT_CHAT_MODEL_ID
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current_model_id = _load_model_id_from_config()
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# ---------------------------
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# Use a small default chat model for Spaces CPU; override via LLM_MODEL_ID
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_gen_pipe = pipeline(
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task="text-generation",
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model=current_model_id,
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tokenizer=current_model_id,
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device=_hf_device(),
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torch_dtype=(torch.float16 if torch.cuda.is_available() else torch.float32),
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)
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return _gen_pipe
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def set_current_model_id(new_model_id: str) -> str:
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global current_model_id, _gen_pipe
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new_model_id = (new_model_id or "").strip()
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if not new_model_id:
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return "Model id is empty; keeping current model."
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if new_model_id == current_model_id:
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return f"Model unchanged: `{current_model_id}`"
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current_model_id = new_model_id
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_gen_pipe = None # force reload on next use
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return f"Model switched to `{current_model_id}` (pipeline will reload on next generation)."
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def persist_model_id(new_model_id: str) -> None:
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try:
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with open(CONFIG_PATH, "w") as f:
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json.dump({"model_id": new_model_id}, f)
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except Exception:
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pass
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def apply_model_and_restart(new_model_id: str) -> str:
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mid = (new_model_id or "").strip()
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if not mid:
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return "Model id is empty; not restarting."
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persist_model_id(mid)
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set_current_model_id(mid)
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# Graceful delayed exit so response can flush
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def _exit_later():
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time.sleep(0.25)
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os._exit(0)
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threading.Thread(target=_exit_later, daemon=True).start()
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return f"Restarting with model `{mid}`..."
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# ---------------------------
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# Utilities
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# ---------------------------
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threshold = gr.Slider(0.5, 1.0, value=CONFIDENCE_THRESHOLD_DEFAULT, step=0.05, label="Confidence Threshold (stop when min ≥ τ)")
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tts_enable = gr.Checkbox(label="Speak clinician responses (TTS)", value=USE_TTS_DEFAULT)
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tts_audio = gr.Audio(label="Clinician voice", interactive=False)
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model_id_tb = gr.Textbox(value=current_model_id, label="Chat Model ID", info="e.g., google/gemma-2-2b-it or google/medgemma-4b-it")
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with gr.Row():
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apply_model_btn = gr.Button("Apply model (no restart)")
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apply_model_restart_btn = gr.Button("Apply model and restart")
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model_status = gr.Markdown(value=f"Current model: `{current_model_id}`")
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with gr.Row():
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audio = gr.Audio(sources=["microphone"], type="filepath", label="Speak your response (or use text)")
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reset_btn.click(fn=reset_app, inputs=None, outputs=[chatbot, scores_state, meta_state, finished_state, turns_state])
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# Model switch handlers
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def _on_apply_model(mid: str):
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msg = set_current_model_id(mid)
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return f"Current model: `{current_model_id}`\n\n{msg}"
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def _on_apply_model_restart(mid: str):
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msg = apply_model_and_restart(mid)
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return f"{msg}"
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apply_model_btn.click(fn=_on_apply_model, inputs=[model_id_tb], outputs=[model_status])
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apply_model_restart_btn.click(fn=_on_apply_model_restart, inputs=[model_id_tb], outputs=[model_status])
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return demo
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demo = create_demo()
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