* Add underlying functions

* tests done

…sthrough

Passthrough trust_remote_code

Wenxh/fp8 on a100 v1 pr

Kuntai disagg refactor

### What this PR does / why we need it?
This PR adds Chinese documents for vllm-ascend for Chinese-speaking
developers

### Does this PR introduce _any_ user-facing change?
Change as follows
- add README.zh.md
- add environment.zh.md
- add CONTRIBUTING.zh.md

### How was this patch tested?
By CI

---------

Signed-off-by: wangli <wangli858794774@gmail.com>

Move new GPUModelRunner methods out of `execute_model` method

* hf format

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* better qkv concat

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

---------

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* hf format

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* better qkv concat

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

---------

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

…ections

Manufacturing enhancements:
- Add complete Vision Inspection MCP with Vision AI defect detection
- Add Manufacturing MES MCP with PostgreSQL integration
- Include detailed defect classification and statistics
- Add ROI analysis showing 78% cost reduction and 99.6% time savings

Healthcare enhancements:
- Enhance existing Medical OCR, Drug Interaction, and EHR MCPs
- Add ROI analysis showing 97.2% time reduction
- Include medical accident prevention benefits (5억원 annual savings)
- Demonstrate HIPAA-compliant prescription OCR workflow

Summary:
- Sections vllm-project#5-8: Fully detailed implementations (2,000+ lines each)
- Sections vllm-project#9-10: Enhanced with complete code + ROI
- Sections vllm-project#11-20+: Comprehensive summaries covering all major industries
- Total guide provides 20+ real-world MCP + Agent architecture patterns

cam support aclgraph full-graph.

…-fixes

lora vision misc fixes

- Make w_dequant non-optional in W8A16 custom op since it is always
  pre-computed at weight-load time; remove dead inline dequant fallback.
- Add explicit TORCH_CHECK for unsupported group_size in the
  wvSplitK_int4g_hf_sweep dispatch instead of silent fallthrough.

Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>

…llm-project#10, closes vllm-project#20)

Implements reallocate_lora_weights(new_slots) so stacked GPU tensors can
be resized at runtime without restarting the server.

- BaseLayerWithLoRA: single implementation with _reallocate() helper that
  handles both tuple-of-tensors (linear layers) and plain-tensor
  (LogitsProcessorWithLoRA) storage via isinstance check. All linear layer
  subclasses inherit this for free.
- FusedMoEWithLoRA: override to reallocate the four w13/w2 weight tuples,
  resize adapter_enabled, rebuild the flat lora_a/b_stacked views list,
  and update max_loras. FusedMoE3DWithLoRA inherits this override.
- 22 CPU-only unit tests in tests/lora/test_reallocate_lora_weights.py
  covering shape after grow/shrink, weight preservation for surviving slots,
  zero-init of new slots, no-op before create_lora_weights, and no
  empty_cache() call inside the method.

Pre-commit: ruff-check, ruff-format, mypy-3.10 all pass.
Tests: 22/22 pass on CPU.

AI assistance was used (Claude Code). All changed lines reviewed by
@yuezhu1. This does not duplicate any existing upstream PR or issue.

Co-authored-by: Claude <noreply@anthropic.com>

…t-linear-fp8

Add cuSPARSELt FP8 Linear method analysis to fp8_gemm_integration_analysis.md

…dp-tcp-placement

Port multi-node DP fixes from upstream PR vllm-project#38630