### What problem does this PR solve?

Changed requirement to python 3.10.
Changed image base to Ubuntu 22.04 since it contains python 3.10.

### Type of change

- [x] Refactoring

### What problem does this PR solve?

Move the tiktoken of cl100k_base into docker image

issue: #3338 

### Type of change

- [x] Refactoring

Signed-off-by: jinhai <haijin.chn@gmail.com>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>

### What problem does this PR solve?

Added tika jar into image to avoid downloading. Close #3017

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)

### What problem does this PR solve?

Modified download_deps.py

### Type of change

- [ ] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [x] Other (please describe): CI

### What problem does this PR solve?
build multi-arch image

### Type of change

- [ ] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [x] Other (please describe): CI

### What problem does this PR solve?

Fix Dockerfile for arm64

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):

---------

Co-authored-by: Ubuntu <ubuntu@arm-test.us-central1-f.c.ragflow-01.internal>

### What problem does this PR solve?

Updated Dockefile to use cache

### Type of change

- [ ] Bug Fix (non-breaking change which fixes an issue)
- [ ] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [x] Other (please describe): CI

### What problem does this PR solve?
Fixed huggingface url. Close #2665

### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)

Add doc for dev image

### Type of change

- [x] Documentation Update

---------

Co-authored-by: writinwaters <93570324+writinwaters@users.noreply.github.com>