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Browse filesfind the official demo here : https://modelscope.cn/studios/qwen/Qwen-VL-Chat-Demo/
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- README.md +15 -11
- app.py +247 -0
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README.md
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---
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---
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---
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domain:
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- multi-modal
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models:
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- qwen/Qwen-VL-Chat
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deployspec:
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cpu: 11
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gpu: 1
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instance: 1
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instance_type: ecs.gn6e-c12g1.3xlarge
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memory: 80000
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license: other
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---
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#### Clone with HTTP
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```bash
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git clone https://www.modelscope.cn/studios/qwen/Qwen-VL-Chat-Demo.git
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```
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app.py
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# Copyright (c) Alibaba Cloud.
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#
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# This source code is licensed under the license found in the
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# LICENSE file in the root directory of this source tree.
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import os
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os.system('pip install tiktoken')
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os.system('pip install "modelscope" --upgrade -f https://pypi.org/project/modelscope/')
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os.system('pip install transformers_stream_generator')
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# os.environ['CUDA_VISIBLE_DEVICES'] = '0,1'
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from argparse import ArgumentParser
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from pathlib import Path
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import copy
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import gradio as gr
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import os
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import re
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import secrets
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import tempfile
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from modelscope import (
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AutoModelForCausalLM, AutoTokenizer, GenerationConfig, snapshot_download
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)
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23 |
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DEFAULT_CKPT_PATH = 'qwen/Qwen-VL-Chat'
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REVISION = 'v1.0.4'
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BOX_TAG_PATTERN = r"<box>([\s\S]*?)</box>"
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PUNCTUATION = "!?。"#$%&'()*+,-/:;<=>@[\]^_`{|}~⦅⦆「」、、〃》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏."
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def _get_args():
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parser = ArgumentParser()
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parser.add_argument("-c", "--checkpoint-path", type=str, default=DEFAULT_CKPT_PATH,
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help="Checkpoint name or path, default to %(default)r")
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parser.add_argument("--revision", type=str, default=REVISION)
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parser.add_argument("--cpu-only", action="store_true", help="Run demo with CPU only")
|
36 |
+
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37 |
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parser.add_argument("--share", action="store_true", default=False,
|
38 |
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help="Create a publicly shareable link for the interface.")
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39 |
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parser.add_argument("--inbrowser", action="store_true", default=False,
|
40 |
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help="Automatically launch the interface in a new tab on the default browser.")
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41 |
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parser.add_argument("--server-port", type=int, default=8000,
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42 |
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help="Demo server port.")
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43 |
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parser.add_argument("--server-name", type=str, default="127.0.0.1",
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44 |
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help="Demo server name.")
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45 |
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args = parser.parse_args()
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47 |
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return args
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48 |
+
|
49 |
+
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50 |
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def _load_model_tokenizer(args):
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51 |
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model_id = args.checkpoint_path
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52 |
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model_dir = snapshot_download(model_id, revision=args.revision)
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53 |
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tokenizer = AutoTokenizer.from_pretrained(
|
54 |
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model_dir, trust_remote_code=True, resume_download=True,
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55 |
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)
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56 |
+
|
57 |
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if args.cpu_only:
|
58 |
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device_map = "cpu"
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59 |
+
else:
|
60 |
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device_map = "auto"
|
61 |
+
|
62 |
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model = AutoModelForCausalLM.from_pretrained(
|
63 |
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model_dir,
|
64 |
+
device_map=device_map,
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65 |
+
trust_remote_code=True,
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66 |
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resume_download=True,
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67 |
+
).eval()
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68 |
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model.generation_config = GenerationConfig.from_pretrained(
|
69 |
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model_dir, trust_remote_code=True, resume_download=True,
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70 |
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)
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71 |
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72 |
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return model, tokenizer
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73 |
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|
74 |
+
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75 |
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def _parse_text(text):
|
76 |
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lines = text.split("\n")
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77 |
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lines = [line for line in lines if line != ""]
|
78 |
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count = 0
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79 |
+
for i, line in enumerate(lines):
|
80 |
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if "```" in line:
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81 |
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count += 1
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82 |
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items = line.split("`")
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83 |
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if count % 2 == 1:
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lines[i] = f'<pre><code class="language-{items[-1]}">'
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85 |
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else:
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86 |
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lines[i] = f"<br></code></pre>"
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87 |
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else:
|
88 |
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if i > 0:
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89 |
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if count % 2 == 1:
|
90 |
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line = line.replace("`", r"\`")
|
91 |
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line = line.replace("<", "<")
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92 |
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line = line.replace(">", ">")
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93 |
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line = line.replace(" ", " ")
|
94 |
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line = line.replace("*", "*")
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95 |
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line = line.replace("_", "_")
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96 |
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line = line.replace("-", "-")
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97 |
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line = line.replace(".", ".")
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98 |
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line = line.replace("!", "!")
|
99 |
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line = line.replace("(", "(")
|
100 |
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line = line.replace(")", ")")
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line = line.replace("$", "$")
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lines[i] = "<br>" + line
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text = "".join(lines)
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return text
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105 |
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def _launch_demo(args, model, tokenizer):
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uploaded_file_dir = os.environ.get("GRADIO_TEMP_DIR") or str(
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Path(tempfile.gettempdir()) / "gradio"
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)
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111 |
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def predict(_chatbot, task_history):
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chat_query = _chatbot[-1][0]
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query = task_history[-1][0]
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print("User: " + _parse_text(query))
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116 |
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history_cp = copy.deepcopy(task_history)
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full_response = ""
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118 |
+
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history_filter = []
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pic_idx = 1
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pre = ""
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122 |
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for i, (q, a) in enumerate(history_cp):
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123 |
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if isinstance(q, (tuple, list)):
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q = f'Picture {pic_idx}: <img>{q[0]}</img>'
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125 |
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pre += q + '\n'
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126 |
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pic_idx += 1
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127 |
+
else:
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128 |
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pre += q
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129 |
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history_filter.append((pre, a))
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130 |
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pre = ""
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131 |
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history, message = history_filter[:-1], history_filter[-1][0]
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132 |
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response, history = model.chat(tokenizer, message, history=history)
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133 |
+
image = tokenizer.draw_bbox_on_latest_picture(response, history)
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134 |
+
if image is not None:
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135 |
+
temp_dir = secrets.token_hex(20)
|
136 |
+
temp_dir = Path(uploaded_file_dir) / temp_dir
|
137 |
+
temp_dir.mkdir(exist_ok=True, parents=True)
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138 |
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name = f"tmp{secrets.token_hex(5)}.jpg"
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139 |
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filename = temp_dir / name
|
140 |
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image.save(str(filename))
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141 |
+
_chatbot[-1] = (_parse_text(chat_query), (str(filename),))
|
142 |
+
chat_response = response.replace("<ref>", "")
|
143 |
+
chat_response = chat_response.replace(r"</ref>", "")
|
144 |
+
chat_response = re.sub(BOX_TAG_PATTERN, "", chat_response)
|
145 |
+
if chat_response != "":
|
146 |
+
_chatbot.append((None, chat_response))
|
147 |
+
else:
|
148 |
+
_chatbot[-1] = (_parse_text(chat_query), response)
|
149 |
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full_response = _parse_text(response)
|
150 |
+
|
151 |
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task_history[-1] = (query, full_response)
|
152 |
+
print("Qwen-VL-Chat: " + _parse_text(full_response))
|
153 |
+
task_history = task_history[-10:]
|
154 |
+
return _chatbot
|
155 |
+
|
156 |
+
def regenerate(_chatbot, task_history):
|
157 |
+
if not task_history:
|
158 |
+
return _chatbot
|
159 |
+
item = task_history[-1]
|
160 |
+
if item[1] is None:
|
161 |
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return _chatbot
|
162 |
+
task_history[-1] = (item[0], None)
|
163 |
+
chatbot_item = _chatbot.pop(-1)
|
164 |
+
if chatbot_item[0] is None:
|
165 |
+
_chatbot[-1] = (_chatbot[-1][0], None)
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166 |
+
else:
|
167 |
+
_chatbot.append((chatbot_item[0], None))
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168 |
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return predict(_chatbot, task_history)
|
169 |
+
|
170 |
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def add_text(history, task_history, text):
|
171 |
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task_text = text
|
172 |
+
if len(text) >= 2 and text[-1] in PUNCTUATION and text[-2] not in PUNCTUATION:
|
173 |
+
task_text = text[:-1]
|
174 |
+
history = history + [(_parse_text(text), None)]
|
175 |
+
task_history = task_history + [(task_text, None)]
|
176 |
+
return history, task_history, ""
|
177 |
+
|
178 |
+
def add_file(history, task_history, file):
|
179 |
+
history = history + [((file.name,), None)]
|
180 |
+
task_history = task_history + [((file.name,), None)]
|
181 |
+
return history, task_history
|
182 |
+
|
183 |
+
def reset_user_input():
|
184 |
+
return gr.update(value="")
|
185 |
+
|
186 |
+
def reset_state(task_history):
|
187 |
+
task_history.clear()
|
188 |
+
return []
|
189 |
+
|
190 |
+
with gr.Blocks() as demo:
|
191 |
+
gr.Markdown("""\
|
192 |
+
<p align="center"><img src="https://modelscope.cn/api/v1/models/qwen/Qwen-VL-Chat/repo?Revision=master&FilePath=assets/logo.jpg&View=true" style="height: 80px"/><p>""")
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193 |
+
gr.Markdown("""<center><font size=8>Qwen-VL-Chat Bot</center>""")
|
194 |
+
gr.Markdown(
|
195 |
+
"""\
|
196 |
+
<center><font size=3>This WebUI is based on Qwen-VL-Chat, developed by Alibaba Cloud. \
|
197 |
+
(本WebUI基于Qwen-VL-Chat打造,实现聊天机器人功能。)</center>""")
|
198 |
+
gr.Markdown("""\
|
199 |
+
<center><font size=4>Qwen-VL <a href="https://modelscope.cn/models/qwen/Qwen-VL/summary">🤖 </a>
|
200 |
+
| <a href="https://huggingface.co/Qwen/Qwen-VL">🤗</a>  |
|
201 |
+
Qwen-VL-Chat <a href="https://modelscope.cn/models/qwen/Qwen-VL-Chat/summary">🤖 </a> |
|
202 |
+
<a href="https://huggingface.co/Qwen/Qwen-VL-Chat">🤗</a>  |
|
203 |
+
 <a href="https://github.com/QwenLM/Qwen-VL">Github</a></center>""")
|
204 |
+
|
205 |
+
chatbot = gr.Chatbot(label='Qwen-VL-Chat', elem_classes="control-height").style(height=500)
|
206 |
+
query = gr.Textbox(lines=2, label='Input')
|
207 |
+
task_history = gr.State([])
|
208 |
+
|
209 |
+
with gr.Row():
|
210 |
+
addfile_btn = gr.UploadButton("📁 Upload (上传文件)", file_types=["image"])
|
211 |
+
submit_btn = gr.Button("🚀 Submit (发送)")
|
212 |
+
regen_btn = gr.Button("🤔️ Regenerate (重试)")
|
213 |
+
empty_bin = gr.Button("🧹 Clear History (清除历史)")
|
214 |
+
|
215 |
+
submit_btn.click(add_text, [chatbot, task_history, query], [chatbot, task_history]).then(
|
216 |
+
predict, [chatbot, task_history], [chatbot], show_progress=True
|
217 |
+
)
|
218 |
+
submit_btn.click(reset_user_input, [], [query])
|
219 |
+
empty_bin.click(reset_state, [task_history], [chatbot], show_progress=True)
|
220 |
+
regen_btn.click(regenerate, [chatbot, task_history], [chatbot], show_progress=True)
|
221 |
+
addfile_btn.upload(add_file, [chatbot, task_history, addfile_btn], [chatbot, task_history], show_progress=True)
|
222 |
+
|
223 |
+
gr.Markdown("""\
|
224 |
+
<font size=2>Note: This demo is governed by the original license of Qwen-VL. \
|
225 |
+
We strongly advise users not to knowingly generate or allow others to knowingly generate harmful content, \
|
226 |
+
including hate speech, violence, pornography, deception, etc. \
|
227 |
+
(注:本演示受Qwen-VL的许可协议限制。我们强烈建议,用户不应传播及不应允许他人传播以下内容,\
|
228 |
+
包括但不限于仇恨言论、暴力、色情、欺诈相关的有害信息。)""")
|
229 |
+
|
230 |
+
demo.queue().launch(
|
231 |
+
share=args.share,
|
232 |
+
inbrowser=args.inbrowser,
|
233 |
+
server_port=args.server_port,
|
234 |
+
server_name=args.server_name,
|
235 |
+
)
|
236 |
+
|
237 |
+
|
238 |
+
def main():
|
239 |
+
args = _get_args()
|
240 |
+
|
241 |
+
model, tokenizer = _load_model_tokenizer(args)
|
242 |
+
|
243 |
+
_launch_demo(args, model, tokenizer)
|
244 |
+
|
245 |
+
|
246 |
+
if __name__ == '__main__':
|
247 |
+
main()
|