GLM-4 Update (#20736)

Signed-off-by: zRzRzRzRzRzRzR <[email protected]>
Signed-off-by: Isotr0py <[email protected]>
Signed-off-by: Lu Fang <[email protected]>
Co-authored-by: Isotr0py <[email protected]>
Co-authored-by: Lu Fang <[email protected]>

Author: 3 people

benchmarks/kernels/benchmark_moe.py

@@ -576,7 +576,11 @@ def main(args: argparse.Namespace):
         topk = config.num_experts_per_tok
         intermediate_size = config.intermediate_size
         shard_intermediate_size = 2 * intermediate_size // args.tp_size
-    elif config.architectures[0] in ("DeepseekV3ForCausalLM", "DeepseekV2ForCausalLM"):
+    elif config.architectures[0] in (
+        "DeepseekV3ForCausalLM",
+        "DeepseekV2ForCausalLM",
+        "Glm4MoeForCausalLM",
+    ):
         E = config.n_routed_experts
         topk = config.num_experts_per_tok
         intermediate_size = config.moe_intermediate_size

benchmarks/kernels/benchmark_moe_permute_unpermute.py

@@ -318,6 +318,7 @@ def main(args: argparse.Namespace):
     elif (
         config.architectures[0] == "DeepseekV3ForCausalLM"
         or config.architectures[0] == "DeepseekV2ForCausalLM"
+        or config.architectures[0] == "Glm4MoeForCausalLM"
     ):
         E = config.n_routed_experts
         topk = config.num_experts_per_tok

docs/models/supported_models.md

@@ -576,6 +576,7 @@ Specified using `--task generate`.
 | `Gemma3ForConditionalGeneration` | Gemma 3 | T + I<sup>+</sup> | `google/gemma-3-4b-it`, `google/gemma-3-27b-it`, etc. | ✅︎ | ✅︎ | ⚠️ |
 | `GLM4VForCausalLM`<sup>^</sup> | GLM-4V | T + I | `THUDM/glm-4v-9b`, `THUDM/cogagent-9b-20241220`, etc. | ✅︎ | ✅︎ | ✅︎ |
 | `Glm4vForConditionalGeneration` | GLM-4.1V-Thinking | T + I<sup>E+</sup> + V<sup>E+</sup> | `THUDM/GLM-4.1V-9B-Thinking`, etc. | ✅︎ | ✅︎ | ✅︎ |
+| `Glm4MoeForCausalLM` | GLM-4.5 | T + I<sup>E+</sup> + V<sup>E+</sup> | `THUDM/GLM-4.5`, etc. | ✅︎ | ✅︎ | ✅︎ |
 | `GraniteSpeechForConditionalGeneration` | Granite Speech | T + A | `ibm-granite/granite-speech-3.3-8b` | ✅︎ | ✅︎ | ✅︎ |
 | `H2OVLChatModel` | H2OVL | T + I<sup>E+</sup> | `h2oai/h2ovl-mississippi-800m`, `h2oai/h2ovl-mississippi-2b`, etc. | | ✅︎ | ✅︎ |
 | `Idefics3ForConditionalGeneration` | Idefics3 | T + I | `HuggingFaceM4/Idefics3-8B-Llama3`, etc. | ✅︎ | | ✅︎ |

tests/models/registry.py

@@ -360,6 +360,9 @@ def check_available_online(
                                         trust_remote_code=True,
                                         hf_overrides={"architectures": ["GLM4VForCausalLM"]}),  # noqa: E501
     "Glm4vForConditionalGeneration": _HfExamplesInfo("THUDM/GLM-4.1V-9B-Thinking", min_transformers_version="4.53"),  # noqa: E501
+    "Glm4MoeForCausalLM": _HfExamplesInfo("THUDM/GLM-4.5",
+                                          min_transformers_version="4.54",
+                                          is_available_online=False),   # noqa: E501
     "H2OVLChatModel": _HfExamplesInfo("h2oai/h2ovl-mississippi-800m",
                                       extras={"2b": "h2oai/h2ovl-mississippi-2b"},  # noqa: E501
                                       max_transformers_version="4.48",  # noqa: E501
@@ -485,6 +488,10 @@ def check_available_online(
                                             is_available_online=False,
                                             speculative_model="openbmb/MiniCPM-2B-sft-bf16",
                                             tokenizer="openbmb/MiniCPM-2B-sft-bf16"),
+    "Glm4MoeMTPModel": _HfExamplesInfo("THUDM/GLM-4.5",
+                                        speculative_model="THUDM/GLM-4.5",
+                                        min_transformers_version="4.54",
+                                        is_available_online=False),
     "MiMoMTPModel": _HfExamplesInfo("XiaomiMiMo/MiMo-7B-RL",
                                     trust_remote_code=True,
                                     speculative_model="XiaomiMiMo/MiMo-7B-RL")