Implementation:Zai org CogVideo Captioning Requirements Install
Appearance
| Attribute | Value |
|---|---|
| Implementation Name | Captioning Requirements Install |
| Workflow | Video Captioning |
| Step | 1 of 5 |
| Type | External Tool Doc |
| Source File | tools/caption/requirements.txt:L1-23
|
| Repository | zai-org/CogVideo |
| Last Updated | 2026-02-10 00:00 GMT |
Overview
Implementation of the environment setup for the video captioning pipeline. Dependencies are specified in a requirements.txt file and installed via pip.
Description
The requirements file specifies all Python packages needed for the captioning workflow:
- transformers: HuggingFace model loading and tokenization
- torch: Tensor computation and GPU acceleration
- decord: Efficient video frame extraction
- numpy: Numerical array operations
- accelerate: Model loading and device management
- sentencepiece: Tokenizer backend for Llama3
- xformers (optional): Memory-efficient attention for reduced GPU memory
The installation command installs all dependencies in a single pip invocation.
Usage
pip install -r tools/caption/requirements.txt
Code Reference
Source Location
| File | Lines | Description |
|---|---|---|
tools/caption/requirements.txt |
L1-23 | Package dependency list |
Signature
pip install -r tools/caption/requirements.txt
Import
Not applicable (installation command).
I/O Contract
Inputs
| Parameter | Type | Default | Description |
|---|---|---|---|
requirements.txt |
File | Required | Dependency specification file at tools/caption/requirements.txt
|
Outputs
| Output | Type | Description |
|---|---|---|
| Side effect | Installed packages | All required Python packages installed in the current environment |
Usage Examples
Example 1: Standard installation
cd /path/to/CogVideo
pip install -r tools/caption/requirements.txt
Example 2: Installation in a virtual environment
python -m venv caption_env
source caption_env/bin/activate
pip install -r tools/caption/requirements.txt
Example 3: Installation with optional xformers
pip install -r tools/caption/requirements.txt
pip install xformers # Optional, for memory-efficient attention
Example 4: Verify installation
import torch
import decord
import transformers
import sentencepiece
print(f"torch: {torch.__version__}")
print(f"CUDA available: {torch.cuda.is_available()}")
print(f"bfloat16 supported: {torch.cuda.is_bf16_supported()}")
Related Pages
- Principle:Zai_org_CogVideo_Captioning_Environment_Setup -- Principle governing captioning environment setup
- Environment:Zai_org_CogVideo_Video_Captioning_Environment
- Zai_org_CogVideo_CogVLM2_Model_Loading -- Next step: loading the model using the installed packages
- Zai_org_CogVideo_Caption_Load_Video -- Frame extraction using the installed decord package
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