v0.1.3 release. GLM-5 lands!

[lcy-seso]

v0.1.3 release. GLM-5 lands.

[Copilot]

Pull request overview

This PR cuts a v0.1.3 release that adds GLM-5 support alongside DeepSeek-V3.2, introduces a small benchmarking suite, and refactors/extends the Python-side TileRT model/ops wrappers to support the new kernels and weight formats.

Changes:

• Add GLM-5 model args + integrate GLM-5 dispatch paths across many DeepSeek v3.2 ops/modules (shared implementation via shape/dim-based dispatch).
• Introduce a benchmark harness and update the generation CLI to support model selection and sampling options.
• Refactor core model utilities/base classes and add new shared model primitives (python/models/common.py).

Reviewed changes

Copilot reviewed 63 out of 69 changed files in this pull request and generated 12 comments.

Show a summary per file

File	Description
python/tilert_init.py	Simplifies init/force-init wrappers to call ops without placeholder tensors.
python/profiler/init.py	Adds profiler package docstring.
python/models/utils.py	Fixes conditional to guard rope correction on factor is not None.
python/models/preprocess/init.py	Removes preprocess package exports (WeightLoader no longer re-exported).
python/models/glm_5/params.py	Adds GLM-5 params module stub/docstring.
python/models/glm_5/model_args.py	Introduces ModelArgsGLM5 with GLM-5 hyperparameters.
python/models/glm_5/init.py	Package init (empty in diff).
python/models/deepseek_v3_2/temp_var_indices.py	Adds named temp-var indices + validation helper.
python/models/deepseek_v3_2/refs/kernel.py	Adds reference kernels (tilelang/triton) for fp8 ops/quant/dequant.
python/models/deepseek_v3_2/refs/init.py	Exposes reference kernel helpers via package exports.
python/models/deepseek_v3_2/ops/up_gate_silu.py	Adds TileRT op wrapper.
python/models/deepseek_v3_2/ops/unproj_o_allreduce.py	Adds unified DS/GLM5 unproj+allreduce module + weight converters.
python/models/deepseek_v3_2/ops/topk.py	Adds top-k wrappers + TopK nn.Module wrapper.
python/models/deepseek_v3_2/ops/top_p.py	Adds unified top-p dispatch for DS/GLM5.
python/models/deepseek_v3_2/ops/top1_allreduce.py	Adds top1 allreduce wrapper.
python/models/deepseek_v3_2/ops/sparse_index.py	Adds sparse index + sparse index topk wrappers (GLM5 paths).
python/models/deepseek_v3_2/ops/rotate.py	Adds unified rotate op + Rotate module.
python/models/deepseek_v3_2/ops/rmsnorm_up_gate_silu.py	Adds fused RMSNorm+UpGateSiLU module + algorithm selection.
python/models/deepseek_v3_2/ops/rmsnorm_quant.py	Adds unified RMSNorm(+optional quant) wrapper for DS/GLM5.
python/models/deepseek_v3_2/ops/rmsnorm_proj_top1.py	Adds RMSNorm+proj+top1 wrapper.
python/models/deepseek_v3_2/ops/rmsnorm_kv.py	Adds KV RMSNorm module.
python/models/deepseek_v3_2/ops/rmsnorm_head_proj.py	Adds head projection module + GLM5/DS dispatch.
python/models/deepseek_v3_2/ops/rmsnorm_expert_proj.py	Adds expert-projection module wrapper.
python/models/deepseek_v3_2/ops/qkv_rope.py	Adds unified QKV RoPE wrapper + module.
python/models/deepseek_v3_2/ops/projx_wis.py	Adds projection wrapper/module for indexer score weights.
python/models/deepseek_v3_2/ops/projq_wqb.py	Adds Q projection wrapper/module for KV-LoRA (GLM5 support).
python/models/deepseek_v3_2/ops/projo_wkvb.py	Adds O projection wrapper/module for KV-LoRA (GLM5 support).
python/models/deepseek_v3_2/ops/layernorm_rope_rotate.py	Adds LayerNorm+RoPE+rotate wrapper/module.
python/models/deepseek_v3_2/ops/head_proj.py	Adds head projection wrapper.
python/models/deepseek_v3_2/ops/flash_sparse_mla.py	Adds flash sparse MLA wrapper + combine module.
python/models/deepseek_v3_2/ops/expert_select.py	Adds expert select wrappers (two-stage DS vs one-stage GLM5).
python/models/deepseek_v3_2/ops/eh_proj_allreduce.py	Adds EH proj + allreduce module with DS/GLM5 dispatch.
python/models/deepseek_v3_2/ops/down_allreduce.py	Adds down+allreduce wrappers + module with DS/GLM5 dispatch.
python/models/deepseek_v3_2/ops/init.py	Exposes deepseek_v3_2 ops package API.
python/models/deepseek_v3_2/modules/mtp_preprocess.py	Adds MTP preprocess module + weight converter.
python/models/deepseek_v3_2/modules/mtp.py	Adds MTP module wiring (preprocess + moe + head).
python/models/deepseek_v3_2/modules/moe.py	Adds MoE module wiring + GLM5 algorithm selection.
python/models/deepseek_v3_2/modules/mlp.py	Adds MLP module wiring + GLM5 algorithm selection.
python/models/deepseek_v3_2/modules/mla.py	Adds MLA module wiring + GLM5 algorithm selection + cache vars.
python/models/deepseek_v3_2/modules/dsa.py	Refactors DSA module temp-var allocation using named indices.
python/models/deepseek_v3_2/modules/init.py	Adds modules package exports list.
python/models/deepseek_v3_2/model_args.py	Updates DS v3.2 defaults (dtype/seq-len/etc) and adds arch_name, kv_cache_pad, quant params.
python/models/deepseek_v3_2/dsa_mtp_e2e_show_hands.py	Removes legacy “show hands” E2E module.
python/models/common.py	Adds shared linear/RMSNorm/parallel layers + fp8 reference-kernel usage.
python/models/base.py	Refactors base module + adds SerializableTileRTModule + converter base class.
python/generate.py	Adds model selection + sampling args and integrates benchmark modes.
python/benchmark/short_prompt.py	Adds short-prompt benchmark.
python/benchmark/long_prompt.py	Adds long-prompt benchmark.
python/benchmark/coding_prompt.py	Adds coding-prompt benchmark.
python/benchmark/init.py	Adds benchmark utilities/types + markdown table printer.
python/init.py	Removes ShowHandsGenerator export from top-level package.
assets/perf.png	Asset changes for docs/benchmarks (binary).
assets/generate.gif	Asset changes for docs/benchmarks (binary).
assets/glm5-mtp.png	Adds GLM5 MTP benchmark figure for README.
assets/glm5-without-mtp.png	Adds GLM5 non-MTP benchmark figure for README.
assets/logo.png	Adds/updates logo asset for README/site.
README.md	Updates release notes + GLM5 benchmarking figures + new weight conversion workflow.

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