Dev 20260126 v2.0.4 (MemTensor#976)

## Description

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Fill in the issue number that this PR addresses (if applicable);
Fill in the related MemOS-Docs repository issue or PR link (if
applicable);
Mention the person who will review this PR (if you know who it is);
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the appropriate information.

请在下方填写更改的摘要；
填写此 PR 解决的问题编号（如果适用）；
填写相关的 MemOS-Docs 仓库 issue 或 PR 链接（如果适用）；
提及将审查此 PR 的人（如果您知道是谁）；
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Summary: (summary)

Fix: #(issue)

Docs Issue/PR: (docs-issue-or-pr-link)

Reviewer: @(reviewer)

## Checklist:

- [ ] I have performed a self-review of my own code | 我已自行检查了自己的代码
- [ ] I have commented my code in hard-to-understand areas |
我已在难以理解的地方对代码进行了注释
- [ ] I have added tests that prove my fix is effective or that my
feature works | 我已添加测试以证明我的修复有效或功能正常
- [ ] I have created related documentation issue/PR in
[MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) (if applicable) |
我已在 [MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) 中创建了相关的文档
issue/PR（如果适用）
- [ ] I have linked the issue to this PR (if applicable) | 我已将 issue
链接到此 PR（如果适用）
- [ ] I have mentioned the person who will review this PR | 我已提及将审查此 PR
的人

Author: CaralHsi

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,32 +1,37 @@
 ## Description
 
-<!--
-Please include a summary of the changes below;
-Fill in the issue number that this PR addresses (if applicable);
-Fill in the related MemOS-Docs repository issue or PR link (if applicable);
-Mention the person who will review this PR (if you know who it is);
-Replace (summary), (issue), (docs-issue-or-pr-link), and (reviewer) with the appropriate information.
+Please include a summary of the change, the problem it solves, the implementation approach, and relevant context. List any dependencies required for this change.
 
-请在下方填写更改的摘要；
-填写此 PR 解决的问题编号（如果适用）；
-填写相关的 MemOS-Docs 仓库 issue 或 PR 链接（如果适用）；
-提及将审查此 PR 的人（如果您知道是谁）；
-替换 (summary)、(issue)、(docs-issue-or-pr-link) 和 (reviewer) 为适当的信息。
--->
+Related Issue (Required):  Fixes @issue_number
 
-Summary: (summary)
+## Type of change
 
-Fix: #(issue)
+Please delete options that are not relevant.
 
-Docs Issue/PR: (docs-issue-or-pr-link)
+- [ ] Bug fix (non-breaking change which fixes an issue)
+- [ ] New feature (non-breaking change which adds functionality)
+- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
+- [ ] Refactor (does not change functionality, e.g. code style improvements, linting)
+- [ ] Documentation update
 
-Reviewer: @(reviewer)
+## How Has This Been Tested?
 
-## Checklist:
+Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration
+
+- [ ] Unit Test
+- [ ] Test Script Or Test Steps (please provide)
+- [ ] Pipeline Automated API Test (please provide)
+
+## Checklist
 
 - [ ] I have performed a self-review of my own code | 我已自行检查了自己的代码
 - [ ] I have commented my code in hard-to-understand areas | 我已在难以理解的地方对代码进行了注释
 - [ ] I have added tests that prove my fix is effective or that my feature works | 我已添加测试以证明我的修复有效或功能正常
 - [ ] I have created related documentation issue/PR in [MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) (if applicable) | 我已在 [MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) 中创建了相关的文档 issue/PR（如果适用）
 - [ ] I have linked the issue to this PR (if applicable) | 我已将 issue 链接到此 PR（如果适用）
 - [ ] I have mentioned the person who will review this PR | 我已提及将审查此 PR 的人
+
+## Reviewer Checklist
+- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)
+- [ ] Made sure Checks passed
+- [ ] Tests have been provided

docker/requirements-full.txt

@@ -89,7 +89,7 @@ nvidia-cusparselt-cu12==0.6.3
 nvidia-nccl-cu12==2.26.2
 nvidia-nvjitlink-cu12==12.6.85
 nvidia-nvtx-cu12==12.6.77
-ollama==0.4.9
+ollama==0.5.0
 onnxruntime==1.22.1
 openai==1.97.0
 openapi-pydantic==0.5.1
@@ -184,3 +184,4 @@ py-key-value-aio==0.2.8
 py-key-value-shared==0.2.8
 PyJWT==2.10.1
 pytest==9.0.2
+alibabacloud-oss-v2==1.2.2

docker/requirements.txt

@@ -54,7 +54,7 @@ mdurl==0.1.2
 more-itertools==10.8.0
 neo4j==5.28.1
 numpy==2.3.4
-ollama==0.4.9
+ollama==0.5.0
 openai==1.109.1
 openapi-pydantic==0.5.1
 orjson==3.11.4
@@ -123,3 +123,4 @@ uvicorn==0.38.0
 uvloop==0.22.1; sys_platform != 'win32'
 watchfiles==1.1.1
 websockets==15.0.1
+alibabacloud-oss-v2==1.2.2

examples/extras/nli_e2e_example.py

@@ -0,0 +1,104 @@
+import sys
+import threading
+import time
+
+import requests
+import uvicorn
+
+from memos.extras.nli_model.client import NLIClient
+from memos.extras.nli_model.server.serve import app
+
+
+# Config
+PORT = 32534
+
+
+def run_server():
+    print(f"Starting server on port {PORT}...")
+    # Using a separate thread for the server
+    uvicorn.run(app, host="127.0.0.1", port=PORT, log_level="info")
+
+
+def main():
+    print("Initializing E2E Test...")
+
+    # Start server thread
+    server_thread = threading.Thread(target=run_server, daemon=True)
+    server_thread.start()
+
+    # Wait for server to be up
+    print("Waiting for server to initialize (this may take time if downloading model)...")
+    client = NLIClient(base_url=f"http://127.0.0.1:{PORT}")
+
+    # Poll until server is ready
+    start_time = time.time()
+    ready = False
+
+    # Wait up to 5 minutes for model download and initialization
+    timeout = 300
+
+    while time.time() - start_time < timeout:
+        try:
+            # Check if docs endpoint is accessible
+            resp = requests.get(f"http://127.0.0.1:{PORT}/docs", timeout=1)
+            if resp.status_code == 200:
+                ready = True
+                break
+        except requests.ConnectionError:
+            pass
+        except Exception:
+            # Ignore other errors during startup
+            pass
+
+        time.sleep(2)
+        print(".", end="", flush=True)
+
+    print("\n")
+    if not ready:
+        print("Server failed to start in time.")
+        sys.exit(1)
+
+    print("Server is up! Sending request...")
+
+    # Test Data
+    source = "I like apples"
+    targets = ["I like apples", "I hate apples", "Paris is a city"]
+
+    try:
+        results = client.compare_one_to_many(source, targets)
+        print("-" * 30)
+        print(f"Source: {source}")
+        print("Targets & Results:")
+        for t, r in zip(targets, results, strict=False):
+            print(f"  - '{t}': {r.value}")
+        print("-" * 30)
+
+        # Basic Validation
+        passed = True
+        if results[0].value != "Duplicate":
+            print(f"FAILURE: Expected Duplicate for '{targets[0]}', got {results[0].value}")
+            passed = False
+
+        if results[1].value != "Contradiction":
+            print(f"FAILURE: Expected Contradiction for '{targets[1]}', got {results[1].value}")
+            passed = False
+
+        if results[2].value != "Unrelated":
+            print(f"FAILURE: Expected Unrelated for '{targets[2]}', got {results[2].value}")
+            passed = False
+
+        if passed:
+            print("\nSUCCESS: Logic verification passed!")
+        else:
+            print("\nFAILURE: Unexpected results!")
+
+    except Exception as e:
+        print(f"Error during request: {e}")
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except KeyboardInterrupt:
+        print("\nTest interrupted.")