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87c37fb
fix:#(268)https://github.com/MemTensor/MemOS/issues/286
kakack Sep 11, 2025
a6a5558
Add pymysql dependency for MySQL user management
kakack Sep 11, 2025
996e4a4
Merge branch 'dev' into dev
fridayL Sep 11, 2025
4bb4b5c
add: change deafult pre_load (#338)
fridayL Sep 24, 2025
227b8ea
feat: add memory size in product api (#348)
CaralHsi Sep 25, 2025
98dbf8a
feat:reoganize prompt with reference in user content
kakack Sep 25, 2025
3734b26
Feat: update load cubes (#350)
fridayL Sep 26, 2025
7c16d36
feat:reoganize prompt with reference in user content
kakack Sep 26, 2025
d47cc90
Merge branch 'test' into dev
kakack Sep 26, 2025
7aafbd0
ruff format
kakack Sep 26, 2025
04bc4fb
feat:reoganize prompt with reference in user content
kakack Sep 26, 2025
6bd1135
Merge branch 'dev' of github.com:kakack/MemOS into dev
kakack Sep 26, 2025
4bd373e
eat:reoganize prompt with reference in user content (#351)
kakack Sep 26, 2025
4cca56a
fix bugs to support eval answer hit with chat history only
tangg555 Sep 26, 2025
b6834d3
change the consume interval from 3 to 0.5 seconds, and refactor the c…
tangg555 Sep 26, 2025
ccef651
add new feat of thread race, and add a new test case for scheduler di…
tangg555 Sep 28, 2025
d01c8cf
hotfix:noe4j community dataformat (#353)
fridayL Sep 29, 2025
2da62c8
milvus implement (#354)
Wang-Daoji Sep 30, 2025
15cdbac
fix: code ruff format (#355)
fridayL Sep 30, 2025
ea8e631
Fix/remove bug (#356)
CaralHsi Oct 10, 2025
cd7b7e8
Fix/api client (#357)
CarltonXiang Oct 11, 2025
72d0423
fix: remove old mem (#361)
CaralHsi Oct 13, 2025
921a9dc
feat: only single-db mode in nebula now; modify index gql for better …
CaralHsi Oct 14, 2025
a2715f5
feat: add server api prd (#362)
fridayL Oct 15, 2025
675eeca
add new feat of time eval for temporal locomo benchamrk, but this is …
tangg555 Oct 16, 2025
e8346fc
Feat: add neo4j db for user_name (#365)
fridayL Oct 16, 2025
ec3d657
feat & refactor: enable mem scheduler to load auth config from enviro…
tangg555 Oct 16, 2025
de2b5c6
refactor: sort out config files in examples.
tangg555 Oct 16, 2025
5481f56
Feat: add chat complete for new server_api (#366)
fridayL Oct 17, 2025
3e721da
feat(mem_scheduler): add messages logging for stuck tasks monitoring
tangg555 Oct 17, 2025
7bb5bd6
feat(mem_scheduler): add configurable thread/process startup mode
tangg555 Oct 20, 2025
e1de4ad
Feat/merge dev (#374)
fridayL Oct 20, 2025
d64c6ba
Merge branch 'dev_new_update' into feat/test
fridayL Oct 20, 2025
515b735
Feat: sync test to dev (#375)
fridayL Oct 20, 2025
cdc3bd8
Merge branch 'sync_main' into dev_new_update
fridayL Oct 21, 2025
a5322fe
Eval scripts (#377)
Nyakult Oct 21, 2025
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30 changes: 30 additions & 0 deletions evaluation/.env-example
Original file line number Diff line number Diff line change
@@ -1,3 +1,4 @@
# memory process model
MODEL="gpt-4o-mini"
OPENAI_API_KEY="sk-***REDACTED***"
OPENAI_BASE_URL="http://***.***.***.***:3000/v1"
Expand All @@ -6,6 +7,35 @@ MEM0_API_KEY="m0-***REDACTED***"

ZEP_API_KEY="z_***REDACTED***"

# response model
CHAT_MODEL="gpt-4o-mini"
CHAT_MODEL_BASE_URL="http://***.***.***.***:3000/v1"
CHAT_MODEL_API_KEY="sk-***REDACTED***"

MEMOS_KEY="Token mpg-xxxxx"
MEMOS_URL="https://apigw-pre.memtensor.cn/api/openmem/v1"
PRE_SPLIT_CHUNK=false # pre split chunk in client end

MEMOBASE_API_KEY="xxxxx"
MEMOBASE_PROJECT_URL="http://xxx.xxx.xxx.xxx:8019"

# Configuration Only For Scheduler
# RabbitMQ Configuration
MEMSCHEDULER_RABBITMQ_HOST_NAME=rabbitmq-cn-***.cn-***.amqp-32.net.mq.amqp.aliyuncs.com
MEMSCHEDULER_RABBITMQ_USER_NAME=***
MEMSCHEDULER_RABBITMQ_PASSWORD=***
MEMSCHEDULER_RABBITMQ_VIRTUAL_HOST=memos
MEMSCHEDULER_RABBITMQ_ERASE_ON_CONNECT=true
MEMSCHEDULER_RABBITMQ_PORT=5672

# OpenAI Configuration
MEMSCHEDULER_OPENAI_API_KEY=sk-***
MEMSCHEDULER_OPENAI_BASE_URL=http://***.***.***.***:3000/v1
MEMSCHEDULER_OPENAI_DEFAULT_MODEL=gpt-4o-mini

# Graph DB Configuration
MEMSCHEDULER_GRAPHDBAUTH_URI=bolt://localhost:7687
MEMSCHEDULER_GRAPHDBAUTH_USER=neo4j
MEMSCHEDULER_GRAPHDBAUTH_PASSWORD=***
MEMSCHEDULER_GRAPHDBAUTH_DB_NAME=neo4j
MEMSCHEDULER_GRAPHDBAUTH_AUTO_CREATE=true
18 changes: 18 additions & 0 deletions evaluation/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -34,3 +34,21 @@ This repository provides tools and scripts for evaluating the LoCoMo dataset usi
```

✍️ For evaluating OpenAI's native memory feature with the LoCoMo dataset, please refer to the detailed guide: [OpenAI Memory on LoCoMo - Evaluation Guide](./scripts/locomo/openai_memory_locomo_eval_guide.md).

### LongMemEval Evaluation
First prepare the dataset `longmemeval_s` from https://huggingface.co/datasets/xiaowu0162/longmemeval-cleaned
, and save it as `data/longmemeval/longmemeval_s.json`

```bash
# Edit the configuration in ./scripts/run_lme_eval.sh
# Specify the model and memory backend you want to use (e.g., mem0, zep, etc.)
./scripts/run_lme_eval.sh
```

### prefEval Evaluation

### personaMem Evaluation
get `questions_32k.csv` and `shared_contexts_32k.jsonl` from https://huggingface.co/datasets/bowen-upenn/PersonaMem and save them at `data/personamem/`
```bash
./scripts/run_pm_eval.sh
```
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13,870 changes: 13,870 additions & 0 deletions evaluation/scripts/PrefEval/irrelevant_conv.py

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