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def init(cfg):
# ========== 共同 ==========
model = cfg['model']
btn_com = cfg['btn_com']
s_info = cfg['s_info']
lock = cfg['session_lock']
# ========== 特殊 ==========
chat_template = cfg['chat_template']
msg = cfg['msg']
chatbot = cfg['chatbot']
chat_display_format = cfg['chat_display_format']
# ========== 显示用户消息 ==========
def btn_submit_usr(message: str, history):
# print('btn_submit_usr', message, history)
if history is None:
history = []
return "", history + [[message.strip(), '']]
# ========== 模型流式响应 ==========
def btn_submit_bot(history, _n_keep, _n_discard,
_temperature, _repeat_penalty, _frequency_penalty,
_presence_penalty, _repeat_last_n, _top_k,
_top_p, _min_p, _typical_p,
_tfs_z, _mirostat_mode, _mirostat_eta,
_mirostat_tau, _usr, _char,
_rag, _max_tokens):
with lock:
if not cfg['session_active']:
raise RuntimeError
# ========== 需要临时注入的内容 ==========
if len(_rag) > 0:
model.venv_create('rag') # 记录 venv_idx
t_rag = chat_template('system', _rag)
model.eval_t(t_rag, _n_keep, _n_discard)
# ========== 释放不再需要的环境 ==========
model.venv_disband({'usr', 'char'})
print('venv_disband char', model.venv_info)
# ========== 用户输入 ==========
model.venv_create('usr')
t_msg = history[-1][0]
t_msg = chat_template(_usr, t_msg)
model.eval_t(t_msg, _n_keep, _n_discard)
yield history, model.venv_info
# ========== 模型输出 ==========
model.venv_create('char')
_tmp = btn_com(_n_keep, _n_discard,
_temperature, _repeat_penalty, _frequency_penalty,
_presence_penalty, _repeat_last_n, _top_k,
_top_p, _min_p, _typical_p,
_tfs_z, _mirostat_mode, _mirostat_eta,
_mirostat_tau, _char, _max_tokens)
for _h in _tmp:
history[-1][1] = _h
yield history, model.venv_info
# ========== 输出完毕后格式化输出 ==========
history[-1][1] = chat_display_format(history[-1][1])
yield history, model.venv_info
# ========== 响应完毕后清除注入的内容 ==========
model.venv_remove('rag') # 销毁对应的 venv
yield history, model.venv_info
cfg['btn_submit'].click(
**cfg['btn_start']
).success(
fn=btn_submit_usr, api_name="submit",
inputs=[msg, chatbot],
outputs=[msg, chatbot]
).success(
fn=btn_submit_bot,
inputs=[chatbot]+cfg['setting'],
outputs=[chatbot, s_info]
).success(
**cfg['btn_finish']
)