[ColossalChat] Update RLHF V2 (#5286)

* Add dpo. Fix sft, ppo, lora. Refactor all * fix and tested ppo * 2 nd round refactor * add ci tests * fix ci * fix ci * fix readme, style * fix readme style * fix style, fix benchmark * reproduce benchmark result, remove useless files * rename to ColossalChat * use new image * fix ci workflow * fix ci * use local model/tokenizer for ci tests * fix ci * fix ci * fix ci * fix ci timeout * fix rm progress bar. fix ci timeout * fix ci * fix ci typo * remove 3d plugin from ci temporary * test environment * cannot save optimizer * support chat template * fix readme * fix path * test ci locally * restore build_or_pr * fix ci data path * fix benchmark * fix ci, move ci tests to 3080, disable fast tokenizer * move ci to 85 * support flash attention 2 * add all-in-one data preparation script. Fix colossal-llama2-chat chat template * add hardware requirements * move ci test data * fix save_model, add unwrap * fix missing bos * fix missing bos; support grad accumulation with gemini * fix ci * fix ci * fix ci * fix llama2 chat template config * debug sft * debug sft * fix colossalai version requirement * fix ci * add sanity check to prevent NaN loss * fix requirements * add dummy data generation script * add dummy data generation script * add dummy data generation script * add dummy data generation script * update readme * update readme * update readme and ignore * fix logger bug * support parallel_output * modify data preparation logic * fix tokenization * update lr * fix inference * run pre-commit --------- Co-authored-by: Tong Li <tong.li352711588@gmail.com>
2025-09-07 03:52:01 +00:00 · 2024-03-29 14:12:29 +08:00
parent 36c4bb2893
commit df5e9c53cf
200 changed files with 8848 additions and 8049 deletions
--- a/applications/ColossalChat/examples/community/ray/ray_job_script.py
+++ b/applications/ColossalChat/examples/community/ray/ray_job_script.py
@@ -0,0 +1,31 @@
+import sys
+
+from ray.job_submission import JobSubmissionClient
+
+
+def main(api_server_endpoint="http://127.0.0.1:8265"):
+    client = JobSubmissionClient(api_server_endpoint)
+    client.submit_job(
+        entrypoint="python experimental/ray/train_prompts_on_ray.py --strategy colossalai_zero2 --prompt_csv_url https://huggingface.co/datasets/fka/awesome-chatgpt-prompts/resolve/main/prompts.csv",
+        runtime_env={
+            "working_dir": "applications/Chat",
+            "pip": [
+                "torch==1.13.1",
+                "transformers>=4.20.1",
+                "datasets",
+                "loralib",
+                "colossalai>=0.2.4",
+                "langchain",
+                "tokenizers",
+                "fastapi",
+                "sse_starlette",
+                "wandb",
+                "sentencepiece",
+                "gpustat",
+            ],
+        },
+    )
+
+
+if __name__ == "__main__":
+    main(sys.argv[1])