mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2025-11-03 09:22:01 +00:00
faf69d4237
* common : do not add null tokens during warmup ggml-ci * llama : check that the input tokens are valid ggml-ci * tests : fix batch size of bert model ggml-ci
100 lines
2.7 KiB
Gherkin
100 lines
2.7 KiB
Gherkin
@llama.cpp
|
|
@embeddings
|
|
Feature: llama.cpp server
|
|
|
|
Background: Server startup
|
|
Given a server listening on localhost:8080
|
|
And a model url https://huggingface.co/ggml-org/models/resolve/main/bert-bge-small/ggml-model-f16.gguf
|
|
And a model file bert-bge-small.gguf
|
|
And a model alias bert-bge-small
|
|
And 42 as server seed
|
|
And 2 slots
|
|
# the bert-bge-small model has context size of 512
|
|
# since the generated prompts are as big as the batch size, we need to set the batch size to 512
|
|
# ref: https://huggingface.co/BAAI/bge-small-en-v1.5/blob/5c38ec7c405ec4b44b94cc5a9bb96e735b38267a/config.json#L20
|
|
And 512 as batch size
|
|
And 512 as ubatch size
|
|
And 2048 KV cache size
|
|
And embeddings extraction
|
|
Then the server is starting
|
|
Then the server is healthy
|
|
|
|
Scenario: Embedding
|
|
When embeddings are computed for:
|
|
"""
|
|
What is the capital of Bulgaria ?
|
|
"""
|
|
Then embeddings are generated
|
|
|
|
Scenario: OAI Embeddings compatibility
|
|
Given a model bert-bge-small
|
|
When an OAI compatible embeddings computation request for:
|
|
"""
|
|
What is the capital of Spain ?
|
|
"""
|
|
Then embeddings are generated
|
|
|
|
Scenario: OAI Embeddings compatibility with multiple inputs
|
|
Given a model bert-bge-small
|
|
Given a prompt:
|
|
"""
|
|
In which country Paris is located ?
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
Is Madrid the capital of Spain ?
|
|
"""
|
|
When an OAI compatible embeddings computation request for multiple inputs
|
|
Then embeddings are generated
|
|
|
|
Scenario: Multi users embeddings
|
|
Given a prompt:
|
|
"""
|
|
Write a very long story about AI.
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
Write another very long music lyrics.
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
Write a very long poem.
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
Write a very long joke.
|
|
"""
|
|
Given concurrent embedding requests
|
|
Then the server is busy
|
|
Then the server is idle
|
|
Then all embeddings are generated
|
|
|
|
Scenario: Multi users OAI compatibility embeddings
|
|
Given a prompt:
|
|
"""
|
|
In which country Paris is located ?
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
Is Madrid the capital of Spain ?
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
What is the biggest US city ?
|
|
"""
|
|
And a prompt:
|
|
"""
|
|
What is the capital of Bulgaria ?
|
|
"""
|
|
And a model bert-bge-small
|
|
Given concurrent OAI embedding requests
|
|
Then the server is busy
|
|
Then the server is idle
|
|
Then all embeddings are generated
|
|
|
|
Scenario: All embeddings should be the same
|
|
Given 10 fixed prompts
|
|
And a model bert-bge-small
|
|
Given concurrent OAI embedding requests
|
|
Then all embeddings are the same
|