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Posted to commits@tvm.apache.org by tq...@apache.org on 2025/09/06 22:34:47 UTC
(tvm-site) branch asf-site updated: deploying docs (apache/tvm@3c36ce2ec63e6809294597c7f7a3bec90790b898)
This is an automated email from the ASF dual-hosted git repository.
tqchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 4d614939db deploying docs (apache/tvm@3c36ce2ec63e6809294597c7f7a3bec90790b898)
4d614939db is described below
commit 4d614939db2f59ff259752873a364044bfffb4c7
Author: tvm-bot <95...@users.noreply.github.com>
AuthorDate: Sat Sep 6 22:34:35 2025 +0000
deploying docs (apache/tvm@3c36ce2ec63e6809294597c7f7a3bec90790b898)
---
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926 files changed, 84369 insertions(+), 85369 deletions(-)
diff --git a/docs/_downloads/0b64717d4cc6027368b96fad40119738/ir_module.py b/docs/_downloads/0b64717d4cc6027368b96fad40119738/ir_module.py
index c53d0ca5ef..8bb8fb77a4 100644
--- a/docs/_downloads/0b64717d4cc6027368b96fad40119738/ir_module.py
+++ b/docs/_downloads/0b64717d4cc6027368b96fad40119738/ir_module.py
@@ -237,7 +237,7 @@ dev = tvm.cpu()
vm = relax.VirtualMachine(exec, dev)
raw_data = np.random.rand(1, 784).astype("float32")
-data = tvm.nd.array(raw_data, dev)
+data = tvm.runtime.tensor(raw_data, dev)
cpu_out = vm["main"](data, *params_from_torch["main"]).numpy()
print(cpu_out)
@@ -267,8 +267,8 @@ exec = tvm.compile(gpu_mod, target="cuda")
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(exec, dev)
# Need to allocate data and params on GPU device
-data = tvm.nd.array(raw_data, dev)
-gpu_params = [tvm.nd.array(p, dev) for p in params_from_torch["main"]]
+data = tvm.runtime.tensor(raw_data, dev)
+gpu_params = [tvm.runtime.tensor(p, dev) for p in params_from_torch["main"]]
gpu_out = vm["main"](data, *gpu_params).numpy()
print(gpu_out)
diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip b/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip
index 41814aa5f4..ee39c62eaa 100644
Binary files a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip and b/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip differ
diff --git a/docs/_downloads/148819f3421b8d89b1723c3e15e3f19f/cross_compilation_and_rpc.ipynb b/docs/_downloads/148819f3421b8d89b1723c3e15e3f19f/cross_compilation_and_rpc.ipynb
index f9d3e996ca..9fe69a03d1 100644
--- a/docs/_downloads/148819f3421b8d89b1723c3e15e3f19f/cross_compilation_and_rpc.ipynb
+++ b/docs/_downloads/148819f3421b8d89b1723c3e15e3f19f/cross_compilation_and_rpc.ipynb
@@ -108,7 +108,7 @@
},
"outputs": [],
"source": [
- "remote.upload(path)\nfunc = remote.load_module(\"lib.tar\")\n\n# create arrays on the remote device\ndev = remote.cpu()\na = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), dev)\nb = tvm.nd.array(np.zeros(1024, dtype=A.dtype), dev)\n# the function will run on the remote device\nfunc(a, b)\nnp.testing.assert_equal(b.numpy(), a.numpy() + 1)"
+ "remote.upload(path)\nfunc = remote.load_module(\"lib.tar\")\n\n# create arrays on the remote device\ndev = remote.cpu()\na = tvm.runtime.tensor(np.random.uniform(size=1024).astype(A.dtype), dev)\nb = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev)\n# the function will run on the remote device\nfunc(a, b)\nnp.testing.assert_equal(b.numpy(), a.numpy() + 1)"
]
},
{
@@ -144,7 +144,7 @@
},
"outputs": [],
"source": [
- "def run_opencl():\n # NOTE: This is the setting for my rk3399 board. You need to modify\n # them according to your environment.\n opencl_device_host = \"10.77.1.145\"\n opencl_device_port = 9090\n target = tvm.target.Target(\"opencl\", host=\"llvm -mtriple=aarch64-linux-gnu\")\n\n # create schedule for the above \"add one\" compute declaration\n mod = tvm.IRModule.from_expr(te.create_prim_func([A, B]))\n sch = tvm.tir.Schedule(mod)\n (x,) = sch.get_loo [...]
+ "def run_opencl():\n # NOTE: This is the setting for my rk3399 board. You need to modify\n # them according to your environment.\n opencl_device_host = \"10.77.1.145\"\n opencl_device_port = 9090\n target = tvm.target.Target(\"opencl\", host=\"llvm -mtriple=aarch64-linux-gnu\")\n\n # create schedule for the above \"add one\" compute declaration\n mod = tvm.IRModule.from_expr(te.create_prim_func([A, B]))\n sch = tvm.tir.Schedule(mod)\n (x,) = sch.get_loo [...]
]
},
{
diff --git a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip b/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip
index edffed2f72..8edca74adb 100644
Binary files a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip and b/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip differ
diff --git a/docs/_downloads/317a8cc53139718b9a36a16ba052e44b/e2e_opt_model.ipynb b/docs/_downloads/317a8cc53139718b9a36a16ba052e44b/e2e_opt_model.ipynb
index 249346fd3a..e63b999590 100644
--- a/docs/_downloads/317a8cc53139718b9a36a16ba052e44b/e2e_opt_model.ipynb
+++ b/docs/_downloads/317a8cc53139718b9a36a16ba052e44b/e2e_opt_model.ipynb
@@ -94,7 +94,7 @@
},
"outputs": [],
"source": [
- "if not IS_IN_CI:\n ex = tvm.compile(mod, target=\"cuda\")\n dev = tvm.device(\"cuda\", 0)\n vm = relax.VirtualMachine(ex, dev)\n # Need to allocate data and params on GPU device\n gpu_data = tvm.nd.array(np.random.rand(1, 3, 224, 224).astype(\"float32\"), dev)\n gpu_params = [tvm.nd.array(p, dev) for p in params[\"main\"]]\n gpu_out = vm[\"main\"](gpu_data, *gpu_params).numpy()\n\n print(gpu_out.shape)"
+ "if not IS_IN_CI:\n ex = tvm.compile(mod, target=\"cuda\")\n dev = tvm.device(\"cuda\", 0)\n vm = relax.VirtualMachine(ex, dev)\n # Need to allocate data and params on GPU device\n gpu_data = tvm.runtime.tensor(np.random.rand(1, 3, 224, 224).astype(\"float32\"), dev)\n gpu_params = [tvm.runtime.tensor(p, dev) for p in params[\"main\"]]\n gpu_out = vm[\"main\"](gpu_data, *gpu_params).numpy()\n\n print(gpu_out.shape)"
]
}
],
diff --git a/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py b/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
index 702b53011b..eb1b2eb020 100644
--- a/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
+++ b/docs/_downloads/335201bfd37b29f9d9fd7765217e7ba9/tir_transformation.py
@@ -72,9 +72,9 @@ a_np = np.random.uniform(size=(128, 128)).astype("float32")
b_np = np.random.uniform(size=(128, 128)).astype("float32")
c_np = a_np @ b_np
-a_nd = tvm.nd.array(a_np)
-b_nd = tvm.nd.array(b_np)
-c_nd = tvm.nd.array(np.zeros((128, 128), dtype="float32"))
+a_nd = tvm.runtime.tensor(a_np)
+b_nd = tvm.runtime.tensor(b_np)
+c_nd = tvm.runtime.tensor(np.zeros((128, 128), dtype="float32"))
def evaluate(mod: tvm.IRModule):
diff --git a/docs/_downloads/3cbcc56110528f886a987b8b251e7c88/cross_compilation_and_rpc.py b/docs/_downloads/3cbcc56110528f886a987b8b251e7c88/cross_compilation_and_rpc.py
index a6b7206b3e..b142eaa549 100644
--- a/docs/_downloads/3cbcc56110528f886a987b8b251e7c88/cross_compilation_and_rpc.py
+++ b/docs/_downloads/3cbcc56110528f886a987b8b251e7c88/cross_compilation_and_rpc.py
@@ -182,8 +182,8 @@ func = remote.load_module("lib.tar")
# create arrays on the remote device
dev = remote.cpu()
-a = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), dev)
-b = tvm.nd.array(np.zeros(1024, dtype=A.dtype), dev)
+a = tvm.runtime.tensor(np.random.uniform(size=1024).astype(A.dtype), dev)
+b = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev)
# the function will run on the remote device
func(a, b)
np.testing.assert_equal(b.numpy(), a.numpy() + 1)
@@ -249,8 +249,8 @@ def run_opencl():
# run
dev = remote.cl()
- a = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), dev)
- b = tvm.nd.array(np.zeros(1024, dtype=A.dtype), dev)
+ a = tvm.runtime.tensor(np.random.uniform(size=1024).astype(A.dtype), dev)
+ b = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev)
func(a, b)
np.testing.assert_equal(b.numpy(), a.numpy() + 1)
print("OpenCL test passed!")
diff --git a/docs/_downloads/42304b518561422fdab8c7d8ee640a55/customize_opt.py b/docs/_downloads/42304b518561422fdab8c7d8ee640a55/customize_opt.py
index d215654019..2e2747d61f 100644
--- a/docs/_downloads/42304b518561422fdab8c7d8ee640a55/customize_opt.py
+++ b/docs/_downloads/42304b518561422fdab8c7d8ee640a55/customize_opt.py
@@ -209,8 +209,8 @@ ex = tvm.compile(mod, target="cuda")
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(ex, dev)
# Need to allocate data and params on GPU device
-data = tvm.nd.array(np.random.rand(*input_shape).astype("float32"), dev)
-gpu_params = [tvm.nd.array(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]
+data = tvm.runtime.tensor(np.random.rand(*input_shape).astype("float32"), dev)
+gpu_params = [tvm.runtime.tensor(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]
gpu_out = vm["forward"](data, *gpu_params).numpy()
print(gpu_out)
diff --git a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip b/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
index acbe4a802a..dc2525159f 100644
Binary files a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip and b/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip differ
diff --git a/docs/_downloads/69cc67b95e2c6b258f6dc9c7367fe71e/tir_creation.py b/docs/_downloads/69cc67b95e2c6b258f6dc9c7367fe71e/tir_creation.py
index 3d07f6227b..74b4406061 100644
--- a/docs/_downloads/69cc67b95e2c6b258f6dc9c7367fe71e/tir_creation.py
+++ b/docs/_downloads/69cc67b95e2c6b258f6dc9c7367fe71e/tir_creation.py
@@ -204,9 +204,9 @@ class DynamicShapeModule:
def evaluate_dynamic_shape(lib: tvm.runtime.Module, m: int, n: int, k: int):
- A = tvm.nd.array(np.random.uniform(size=(m, k)).astype("float32"))
- B = tvm.nd.array(np.random.uniform(size=(k, n)).astype("float32"))
- C = tvm.nd.array(np.zeros((m, n), dtype="float32"))
+ A = tvm.runtime.tensor(np.random.uniform(size=(m, k)).astype("float32"))
+ B = tvm.runtime.tensor(np.random.uniform(size=(k, n)).astype("float32"))
+ C = tvm.runtime.tensor(np.zeros((m, n), dtype="float32"))
lib(A, B, C)
return C.numpy()
diff --git a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip b/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip
index 95f20528f4..3a6fc84270 100644
Binary files a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip and b/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 7dbad94ad7..3e27548143 100644
Binary files a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip and b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip differ
diff --git a/docs/_downloads/a4f940a6740cf66055ca729bf25bfbaa/e2e_opt_model.py b/docs/_downloads/a4f940a6740cf66055ca729bf25bfbaa/e2e_opt_model.py
index 88cc86bfa8..9f89e744a3 100644
--- a/docs/_downloads/a4f940a6740cf66055ca729bf25bfbaa/e2e_opt_model.py
+++ b/docs/_downloads/a4f940a6740cf66055ca729bf25bfbaa/e2e_opt_model.py
@@ -117,8 +117,8 @@ if not IS_IN_CI:
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(ex, dev)
# Need to allocate data and params on GPU device
- gpu_data = tvm.nd.array(np.random.rand(1, 3, 224, 224).astype("float32"), dev)
- gpu_params = [tvm.nd.array(p, dev) for p in params["main"]]
+ gpu_data = tvm.runtime.tensor(np.random.rand(1, 3, 224, 224).astype("float32"), dev)
+ gpu_params = [tvm.runtime.tensor(p, dev) for p in params["main"]]
gpu_out = vm["main"](gpu_data, *gpu_params).numpy()
print(gpu_out.shape)
diff --git a/docs/_downloads/a6d7947451d373bc811080cffa18dc7c/ir_module.ipynb b/docs/_downloads/a6d7947451d373bc811080cffa18dc7c/ir_module.ipynb
index 893054d368..30041e4e11 100644
--- a/docs/_downloads/a6d7947451d373bc811080cffa18dc7c/ir_module.ipynb
+++ b/docs/_downloads/a6d7947451d373bc811080cffa18dc7c/ir_module.ipynb
@@ -213,7 +213,7 @@
},
"outputs": [],
"source": [
- "exec = tvm.compile(mod, target=\"llvm\")\ndev = tvm.cpu()\nvm = relax.VirtualMachine(exec, dev)\n\nraw_data = np.random.rand(1, 784).astype(\"float32\")\ndata = tvm.nd.array(raw_data, dev)\ncpu_out = vm[\"main\"](data, *params_from_torch[\"main\"]).numpy()\nprint(cpu_out)"
+ "exec = tvm.compile(mod, target=\"llvm\")\ndev = tvm.cpu()\nvm = relax.VirtualMachine(exec, dev)\n\nraw_data = np.random.rand(1, 784).astype(\"float32\")\ndata = tvm.runtime.tensor(raw_data, dev)\ncpu_out = vm[\"main\"](data, *params_from_torch[\"main\"]).numpy()\nprint(cpu_out)"
]
},
{
@@ -249,7 +249,7 @@
},
"outputs": [],
"source": [
- "exec = tvm.compile(gpu_mod, target=\"cuda\")\ndev = tvm.device(\"cuda\", 0)\nvm = relax.VirtualMachine(exec, dev)\n# Need to allocate data and params on GPU device\ndata = tvm.nd.array(raw_data, dev)\ngpu_params = [tvm.nd.array(p, dev) for p in params_from_torch[\"main\"]]\ngpu_out = vm[\"main\"](data, *gpu_params).numpy()\nprint(gpu_out)\n\n# Check the correctness of the results\nassert np.allclose(cpu_out, gpu_out, atol=1e-3)"
+ "exec = tvm.compile(gpu_mod, target=\"cuda\")\ndev = tvm.device(\"cuda\", 0)\nvm = relax.VirtualMachine(exec, dev)\n# Need to allocate data and params on GPU device\ndata = tvm.runtime.tensor(raw_data, dev)\ngpu_params = [tvm.runtime.tensor(p, dev) for p in params_from_torch[\"main\"]]\ngpu_out = vm[\"main\"](data, *gpu_params).numpy()\nprint(gpu_out)\n\n# Check the correctness of the results\nassert np.allclose(cpu_out, gpu_out, atol=1e-3)"
]
},
{
diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index ba9263d344..f8c6c93dab 100644
Binary files a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip and b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip differ
diff --git a/docs/_downloads/ab03cb35cd7f92b5425a8974fcab921a/optimize_llm.ipynb b/docs/_downloads/ab03cb35cd7f92b5425a8974fcab921a/optimize_llm.ipynb
index 43e79a2d14..c5d966c898 100644
--- a/docs/_downloads/ab03cb35cd7f92b5425a8974fcab921a/optimize_llm.ipynb
+++ b/docs/_downloads/ab03cb35cd7f92b5425a8974fcab921a/optimize_llm.ipynb
@@ -184,7 +184,7 @@
},
"outputs": [],
"source": [
- "IS_IN_CI = os.getenv(\"CI\", \"\") == \"true\"\n\nHF_WEIGHT_PATH = None\n# HF_WEIGHT_PATH = Path(\"/path/to/TinyLlama-1.1B-Chat-v1.0/\")\n\nif not IS_IN_CI:\n import numpy as np\n import safetensors.torch\n import torch\n\n if HF_WEIGHT_PATH is None or not HF_WEIGHT_PATH.exists():\n raise ValueError(\"Please set the HF_WEIGHT_PATH to the path of the pre-trained weights.\")\n\n # Torch format weights\n param_dict = safetensors.torch.load_file(HF_WEIGHT_PA [...]
+ "IS_IN_CI = os.getenv(\"CI\", \"\") == \"true\"\n\nHF_WEIGHT_PATH = None\n# HF_WEIGHT_PATH = Path(\"/path/to/TinyLlama-1.1B-Chat-v1.0/\")\n\nif not IS_IN_CI:\n import numpy as np\n import safetensors.torch\n import torch\n\n if HF_WEIGHT_PATH is None or not HF_WEIGHT_PATH.exists():\n raise ValueError(\"Please set the HF_WEIGHT_PATH to the path of the pre-trained weights.\")\n\n # Torch format weights\n param_dict = safetensors.torch.load_file(HF_WEIGHT_PA [...]
]
},
{
@@ -209,7 +209,7 @@
},
"outputs": [],
"source": [
- "if not IS_IN_CI:\n from transformers import AutoTokenizer\n\n tokenizer = AutoTokenizer.from_pretrained(HF_WEIGHT_PATH)\n messages = [\n {\"role\": \"user\", \"content\": \"What's your name?\"},\n ]\n prompt = tokenizer.apply_chat_template(messages)\n input_len = len(prompt)\n\n # Load prompt tokens into TVM ndarray on the target device\n tokens = tvm.nd.array(np.array(prompt).astype(\"int32\"), device=dev)"
+ "if not IS_IN_CI:\n from transformers import AutoTokenizer\n\n tokenizer = AutoTokenizer.from_pretrained(HF_WEIGHT_PATH)\n messages = [\n {\"role\": \"user\", \"content\": \"What's your name?\"},\n ]\n prompt = tokenizer.apply_chat_template(messages)\n input_len = len(prompt)\n\n # Load prompt tokens into TVM ndarray on the target device\n tokens = tvm.runtime.tensor(np.array(prompt).astype(\"int32\"), device=dev)"
]
},
{
@@ -317,7 +317,7 @@
},
"outputs": [],
"source": [
- "if not IS_IN_CI:\n print(\"The generated token:\")\n\n while last_token != tokenizer.eos_token_id:\n tokens = tvm.nd.array(np.array([last_token]).astype(\"int32\"), device=dev)\n hidden_states = embed(tokens, params)\n begin_forward_func(kv_cache, ShapeTuple([seq_id]), ShapeTuple([1]))\n logits, kv_cache = vm[\"decode\"](hidden_states, kv_cache, params)\n\n end_forward_func(kv_cache)\n last_token = sample_token(logits)\n out [...]
+ "if not IS_IN_CI:\n print(\"The generated token:\")\n\n while last_token != tokenizer.eos_token_id:\n tokens = tvm.runtime.tensor(np.array([last_token]).astype(\"int32\"), device=dev)\n hidden_states = embed(tokens, params)\n begin_forward_func(kv_cache, ShapeTuple([seq_id]), ShapeTuple([1]))\n logits, kv_cache = vm[\"decode\"](hidden_states, kv_cache, params)\n\n end_forward_func(kv_cache)\n last_token = sample_token(logits)\n [...]
]
}
],
diff --git a/docs/_downloads/baf675793174f2e9b3d5da483e35ef27/quick_start.py b/docs/_downloads/baf675793174f2e9b3d5da483e35ef27/quick_start.py
index 1153108c96..753acbf0a4 100644
--- a/docs/_downloads/baf675793174f2e9b3d5da483e35ef27/quick_start.py
+++ b/docs/_downloads/baf675793174f2e9b3d5da483e35ef27/quick_start.py
@@ -141,9 +141,9 @@ ex = tvm.compile(mod, target)
device = tvm.cpu()
vm = relax.VirtualMachine(ex, device)
data = np.random.rand(1, 784).astype("float32")
-tvm_data = tvm.nd.array(data, device=device)
+tvm_data = tvm.runtime.tensor(data, device=device)
params = [np.random.rand(*param.shape).astype("float32") for _, param in param_spec]
-params = [tvm.nd.array(param, device=device) for param in params]
+params = [tvm.runtime.tensor(param, device=device) for param in params]
print(vm["forward"](tvm_data, *params).numpy())
################################################################################
@@ -158,14 +158,14 @@ print(vm["forward"](tvm_data, *params).numpy())
# prefill_logits = vm["prefill"](inputs, weight, kv_cache)
# decoded_logits = vm["decode"](inputs, weight, kv_cache)
#
-# - TVM runtime comes with native data structures, such as NDArray, can also have zero
+# - TVM runtime comes with native data structures, such as Tensor, can also have zero
# copy exchange with existing ecosystem (DLPack exchange with PyTorch)
#
# .. code-block:: Python
#
-# # Convert PyTorch tensor to TVM NDArray
-# x_tvm = tvm.nd.from_dlpack(x_torch.to_dlpack())
-# # Convert TVM NDArray to PyTorch tensor
+# # Convert PyTorch tensor to TVM Tensor
+# x_tvm = tvm.runtime.from_dlpack(x_torch.to_dlpack())
+# # Convert TVM Tensor to PyTorch tensor
# x_torch = torch.from_dlpack(x_tvm.to_dlpack())
#
# - TVM runtime works in non-python environments, so it works on settings such as mobile
@@ -175,14 +175,14 @@ print(vm["forward"](tvm_data, *params).numpy())
# // C++ snippet
# runtime::Module vm = ex.GetFunction("load_executable")();
# vm.GetFunction("init")(...);
-# NDArray out = vm.GetFunction("prefill")(data, weight, kv_cache);
+# Tensor out = vm.GetFunction("prefill")(data, weight, kv_cache);
#
# .. code-block:: Java
#
# // Java snippet
# Module vm = ex.getFunction("load_executable").invoke();
# vm.getFunction("init").pushArg(...).invoke;
-# NDArray out = vm.getFunction("prefill").pushArg(data).pushArg(weight).pushArg(kv_cache).invoke();
+# Tensor out = vm.getFunction("prefill").pushArg(data).pushArg(weight).pushArg(kv_cache).invoke();
#
################################################################################
diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
index e5df483794..58b1378565 100644
Binary files a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
index fc8b152a71..1da09d3bb0 100644
Binary files a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip and b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip differ
diff --git a/docs/_downloads/c43b2ae5210f95ce8dae6102e9b060fd/tir_creation.ipynb b/docs/_downloads/c43b2ae5210f95ce8dae6102e9b060fd/tir_creation.ipynb
index e369d76e66..3e17fc9cb2 100644
--- a/docs/_downloads/c43b2ae5210f95ce8dae6102e9b060fd/tir_creation.ipynb
+++ b/docs/_downloads/c43b2ae5210f95ce8dae6102e9b060fd/tir_creation.ipynb
@@ -141,7 +141,7 @@
},
"outputs": [],
"source": [
- "def evaluate_dynamic_shape(lib: tvm.runtime.Module, m: int, n: int, k: int):\n A = tvm.nd.array(np.random.uniform(size=(m, k)).astype(\"float32\"))\n B = tvm.nd.array(np.random.uniform(size=(k, n)).astype(\"float32\"))\n C = tvm.nd.array(np.zeros((m, n), dtype=\"float32\"))\n lib(A, B, C)\n return C.numpy()\n\n\n# Compile lib only once\ndyn_shape_lib = tvm.compile(DynamicShapeModule, target=\"llvm\")\n# Able to handle different shapes\nprint(evaluate_dynamic_shape [...]
+ "def evaluate_dynamic_shape(lib: tvm.runtime.Module, m: int, n: int, k: int):\n A = tvm.runtime.tensor(np.random.uniform(size=(m, k)).astype(\"float32\"))\n B = tvm.runtime.tensor(np.random.uniform(size=(k, n)).astype(\"float32\"))\n C = tvm.runtime.tensor(np.zeros((m, n), dtype=\"float32\"))\n lib(A, B, C)\n return C.numpy()\n\n\n# Compile lib only once\ndyn_shape_lib = tvm.compile(DynamicShapeModule, target=\"llvm\")\n# Able to handle different shapes\nprint(eval [...]
]
},
{
diff --git a/docs/_downloads/d64d105c8921b2ab908ef001ab382b45/customize_opt.ipynb b/docs/_downloads/d64d105c8921b2ab908ef001ab382b45/customize_opt.ipynb
index 22c7634656..37bbbb6723 100644
--- a/docs/_downloads/d64d105c8921b2ab908ef001ab382b45/customize_opt.ipynb
+++ b/docs/_downloads/d64d105c8921b2ab908ef001ab382b45/customize_opt.ipynb
@@ -144,7 +144,7 @@
},
"outputs": [],
"source": [
- "ex = tvm.compile(mod, target=\"cuda\")\ndev = tvm.device(\"cuda\", 0)\nvm = relax.VirtualMachine(ex, dev)\n# Need to allocate data and params on GPU device\ndata = tvm.nd.array(np.random.rand(*input_shape).astype(\"float32\"), dev)\ngpu_params = [tvm.nd.array(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]\ngpu_out = vm[\"forward\"](data, *gpu_params).numpy()\nprint(gpu_out)"
+ "ex = tvm.compile(mod, target=\"cuda\")\ndev = tvm.device(\"cuda\", 0)\nvm = relax.VirtualMachine(ex, dev)\n# Need to allocate data and params on GPU device\ndata = tvm.runtime.tensor(np.random.rand(*input_shape).astype(\"float32\"), dev)\ngpu_params = [tvm.runtime.tensor(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]\ngpu_out = vm[\"forward\"](data, *gpu_params).numpy()\nprint(gpu_out)"
]
},
{
diff --git a/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb b/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
index 946e3fe8e0..e59db4a2bf 100644
--- a/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
+++ b/docs/_downloads/e2a9c4bfdec7a9365ef67c5335b1aaa4/tir_transformation.ipynb
@@ -51,7 +51,7 @@
},
"outputs": [],
"source": [
- "import numpy as np\n\na_np = np.random.uniform(size=(128, 128)).astype(\"float32\")\nb_np = np.random.uniform(size=(128, 128)).astype(\"float32\")\nc_np = a_np @ b_np\n\na_nd = tvm.nd.array(a_np)\nb_nd = tvm.nd.array(b_np)\nc_nd = tvm.nd.array(np.zeros((128, 128), dtype=\"float32\"))\n\n\ndef evaluate(mod: tvm.IRModule):\n lib = tvm.tir.build(mod, target=\"llvm\")\n # check correctness\n lib(a_nd, b_nd, c_nd)\n np.testing.assert_allclose(c_nd.numpy(), c_np, rtol=1e-5 [...]
+ "import numpy as np\n\na_np = np.random.uniform(size=(128, 128)).astype(\"float32\")\nb_np = np.random.uniform(size=(128, 128)).astype(\"float32\")\nc_np = a_np @ b_np\n\na_nd = tvm.runtime.tensor(a_np)\nb_nd = tvm.runtime.tensor(b_np)\nc_nd = tvm.runtime.tensor(np.zeros((128, 128), dtype=\"float32\"))\n\n\ndef evaluate(mod: tvm.IRModule):\n lib = tvm.tir.build(mod, target=\"llvm\")\n # check correctness\n lib(a_nd, b_nd, c_nd)\n np.testing.assert_allclose(c_nd.numpy( [...]
]
},
{
diff --git a/docs/_downloads/eceb05a9badb601d2def02240aa869e9/quick_start.ipynb b/docs/_downloads/eceb05a9badb601d2def02240aa869e9/quick_start.ipynb
index e7c5959b80..734a20588d 100644
--- a/docs/_downloads/eceb05a9badb601d2def02240aa869e9/quick_start.ipynb
+++ b/docs/_downloads/eceb05a9badb601d2def02240aa869e9/quick_start.ipynb
@@ -101,14 +101,14 @@
},
"outputs": [],
"source": [
- "import numpy as np\n\ntarget = tvm.target.Target(\"llvm\")\nex = tvm.compile(mod, target)\ndevice = tvm.cpu()\nvm = relax.VirtualMachine(ex, device)\ndata = np.random.rand(1, 784).astype(\"float32\")\ntvm_data = tvm.nd.array(data, device=device)\nparams = [np.random.rand(*param.shape).astype(\"float32\") for _, param in param_spec]\nparams = [tvm.nd.array(param, device=device) for param in params]\nprint(vm[\"forward\"](tvm_data, *params).numpy())"
+ "import numpy as np\n\ntarget = tvm.target.Target(\"llvm\")\nex = tvm.compile(mod, target)\ndevice = tvm.cpu()\nvm = relax.VirtualMachine(ex, device)\ndata = np.random.rand(1, 784).astype(\"float32\")\ntvm_data = tvm.runtime.tensor(data, device=device)\nparams = [np.random.rand(*param.shape).astype(\"float32\") for _, param in param_spec]\nparams = [tvm.runtime.tensor(param, device=device) for param in params]\nprint(vm[\"forward\"](tvm_data, *params).numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Our goal is to bring machine learning to the application with any language of interest,\nwith the minimum runtime support.\n\n- Each function in IRModule becomes a runnable function in the runtime. For example in LLM\n cases, we can call ``prefill`` and ``decode`` functions directly.\n\n```Python\nprefill_logits = vm[\"prefill\"](inputs, weight, kv_cache)\ndecoded_logits = vm[\"decode\"](inputs, weight, kv_cache)\n```\n- TVM runtime comes with native data structures, such as ND [...]
+ "Our goal is to bring machine learning to the application with any language of interest,\nwith the minimum runtime support.\n\n- Each function in IRModule becomes a runnable function in the runtime. For example in LLM\n cases, we can call ``prefill`` and ``decode`` functions directly.\n\n```Python\nprefill_logits = vm[\"prefill\"](inputs, weight, kv_cache)\ndecoded_logits = vm[\"decode\"](inputs, weight, kv_cache)\n```\n- TVM runtime comes with native data structures, such as Te [...]
]
},
{
diff --git a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index 49a847f100..f4fecc3fec 100644
Binary files a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip and b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 81f6b38cdd..e323169986 100644
Binary files a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip differ
diff --git a/docs/_downloads/fb98884d1e98b239c77e2b86f43d4ac2/optimize_llm.py b/docs/_downloads/fb98884d1e98b239c77e2b86f43d4ac2/optimize_llm.py
index 8cc674920d..0e82b05559 100644
--- a/docs/_downloads/fb98884d1e98b239c77e2b86f43d4ac2/optimize_llm.py
+++ b/docs/_downloads/fb98884d1e98b239c77e2b86f43d4ac2/optimize_llm.py
@@ -489,7 +489,7 @@ if not IS_IN_CI:
# Convert params into ndarray
params = [
- tvm.nd.array(param_dict[k].astype("float16"), device=dev) for k in named_params.keys()
+ tvm.runtime.tensor(param_dict[k].astype("float16"), device=dev) for k in named_params.keys()
]
@@ -523,7 +523,7 @@ if not IS_IN_CI:
input_len = len(prompt)
# Load prompt tokens into TVM ndarray on the target device
- tokens = tvm.nd.array(np.array(prompt).astype("int32"), device=dev)
+ tokens = tvm.runtime.tensor(np.array(prompt).astype("int32"), device=dev)
######################################################################
# Create the KVCache
@@ -609,7 +609,7 @@ if not IS_IN_CI:
print("The generated token:")
while last_token != tokenizer.eos_token_id:
- tokens = tvm.nd.array(np.array([last_token]).astype("int32"), device=dev)
+ tokens = tvm.runtime.tensor(np.array([last_token]).astype("int32"), device=dev)
hidden_states = embed(tokens, params)
begin_forward_func(kv_cache, ShapeTuple([seq_id]), ShapeTuple([1]))
logits, kv_cache = vm["decode"](hidden_states, kv_cache, params)
diff --git a/docs/_sources/arch/index.rst.txt b/docs/_sources/arch/index.rst.txt
index 1acd38fb04..4985e91c0b 100644
--- a/docs/_sources/arch/index.rst.txt
+++ b/docs/_sources/arch/index.rst.txt
@@ -133,7 +133,7 @@ The main goal of TVM's runtime is to provide a minimal API for loading and execu
import tvm
# Example runtime execution program in python, with type annotated
mod: tvm.runtime.Module = tvm.runtime.load_module("compiled_artifact.so")
- arr: tvm.runtime.NDArray = tvm.nd.array([1, 2, 3], device=tvm.cuda(0))
+ arr: tvm.runtime.Tensor = tvm.runtime.tensor([1, 2, 3], device=tvm.cuda(0))
fun: tvm.runtime.PackedFunc = mod["addone"]
fun(arr)
print(arr.numpy())
@@ -142,7 +142,7 @@ The main goal of TVM's runtime is to provide a minimal API for loading and execu
:py:class:`tvm.runtime.Module` encapsulates the result of compilation. A runtime.Module contains a GetFunction method to obtain PackedFuncs by name.
:py:class:`tvm.runtime.PackedFunc` is a type-erased function interface for both the generated functions. A runtime.PackedFunc can take arguments and return values with the
-following types: POD types(int, float), string, runtime.PackedFunc, runtime.Module, runtime.NDArray, and other sub-classes of runtime.Object.
+following types: POD types(int, float), string, runtime.PackedFunc, runtime.Module, runtime.Tensor, and other sub-classes of runtime.Object.
:py:class:`tvm.runtime.Module` and :py:class:`tvm.runtime.PackedFunc` are powerful mechanisms to modularize the runtime. For example, to get the above `addone` function on CUDA, we can use LLVM to generate the host-side code to compute the launching parameters(e.g. size of the thread groups) and then call into another PackedFunc from a CUDAModule that is backed by the CUDA driver API. The same mechanism can be used for OpenCL kernels.
@@ -155,7 +155,7 @@ The above example only deals with a simple `addone` function. The code snippet b
factory: tvm.runtime.Module = tvm.runtime.load_module("resnet18.so")
# Create a stateful graph execution module for resnet18 on cuda(0)
gmod: tvm.runtime.Module = factory["resnet18"](tvm.cuda(0))
- data: tvm.runtime.NDArray = get_input_data()
+ data: tvm.runtime.Tensor = get_input_data()
# set input
gmod["set_input"](0, data)
# execute the model
diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index 58cd4d95a1..fe2fb6c4c9 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.198** total execution time for 2 files **from deep_dive/relax/tutorials**:
+**00:00.233** total execution time for 2 files **from deep_dive/relax/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``relax_creation.py``)
- - 00:00.121
+ - 00:00.149
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``relax_transformation.py``)
- - 00:00.076
+ - 00:00.084
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index d5a07e2952..1b13070464 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.500** total execution time for 2 files **from deep_dive/tensor_ir/tutorials**:
+**00:00.577** total execution time for 2 files **from deep_dive/tensor_ir/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``tir_transformation.py``)
- - 00:00.311
+ - 00:00.353
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``tir_creation.py``)
- - 00:00.189
+ - 00:00.224
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
index f5ae3d7e5c..7dd6fc10a6 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
@@ -304,9 +304,9 @@ Now let's check the runtime dynamic shape inference:
def evaluate_dynamic_shape(lib: tvm.runtime.Module, m: int, n: int, k: int):
- A = tvm.nd.array(np.random.uniform(size=(m, k)).astype("float32"))
- B = tvm.nd.array(np.random.uniform(size=(k, n)).astype("float32"))
- C = tvm.nd.array(np.zeros((m, n), dtype="float32"))
+ A = tvm.runtime.tensor(np.random.uniform(size=(m, k)).astype("float32"))
+ B = tvm.runtime.tensor(np.random.uniform(size=(k, n)).astype("float32"))
+ C = tvm.runtime.tensor(np.zeros((m, n), dtype="float32"))
lib(A, B, C)
return C.numpy()
@@ -325,17 +325,17 @@ Now let's check the runtime dynamic shape inference:
.. code-block:: none
- [[0.6620587 0.38527575 0.52669114 0.19007955]
- [0.8173982 0.9689574 1.67394 0.6241089 ]
- [1.021216 0.5943705 0.91835314 0.21332136]
- [0.9446099 1.0006393 1.4926908 0.58931535]]
- [[28.566439 30.900723 33.940758 ... 30.41476 32.363663 29.522621]
- [32.07449 34.690025 36.753742 ... 35.435654 36.573193 30.889528]
- [30.61754 33.364944 34.565792 ... 30.96752 33.205338 29.402096]
+ [[1.1130311 1.1375782 1.7478633 0.75822973]
+ [1.2716627 0.8340998 1.5347583 0.4702139 ]
+ [1.2952837 1.4297214 1.7849457 0.8209437 ]
+ [1.059405 0.8055895 1.2804124 0.5178513 ]]
+ [[33.347946 31.280647 32.08257 ... 34.3747 32.47263 35.449577]
+ [32.38861 31.438011 30.97963 ... 31.581573 29.07629 32.26678 ]
+ [31.838501 31.957277 33.590572 ... 34.392742 34.057476 36.063854]
...
- [28.941334 31.856556 33.07499 ... 31.79661 32.927162 27.932846]
- [30.2527 35.422256 33.844425 ... 33.00932 35.034756 29.539103]
- [29.812138 32.856354 33.673973 ... 31.394247 33.607193 30.779392]]
+ [33.35091 32.953514 36.373203 ... 33.398666 33.222862 35.39854 ]
+ [33.709038 31.811907 31.553864 ... 31.654907 31.487556 36.199783]
+ [30.343685 29.00066 29.522648 ... 28.015524 29.906738 31.44452 ]]
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
index e1f416772d..432b852a71 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
@@ -96,9 +96,9 @@ original implementation.
b_np = np.random.uniform(size=(128, 128)).astype("float32")
c_np = a_np @ b_np
- a_nd = tvm.nd.array(a_np)
- b_nd = tvm.nd.array(b_np)
- c_nd = tvm.nd.array(np.zeros((128, 128), dtype="float32"))
+ a_nd = tvm.runtime.tensor(a_np)
+ b_nd = tvm.runtime.tensor(b_np)
+ c_nd = tvm.runtime.tensor(np.zeros((128, 128), dtype="float32"))
def evaluate(mod: tvm.IRModule):
@@ -123,7 +123,7 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.2318 2.2318 2.2318 2.2318 0.0000
+ 2.3121 2.3121 2.3121 2.3121 0.0000
@@ -295,7 +295,7 @@ action involves reordering these two loops.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8479 0.8479 0.8479 0.8479 0.0000
+ 0.8682 0.8682 0.8682 0.8682 0.0000
@@ -423,7 +423,7 @@ from the reduction update via the **decompose_reduction** primitive.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3188 0.3188 0.3188 0.3188 0.0000
+ 0.3316 0.3316 0.3316 0.3316 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index 85e9d5e967..92f68af19a 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -686,7 +686,7 @@ We can deploy the IRModule on CPU by specifying the target as ``llvm``.
vm = relax.VirtualMachine(exec, dev)
raw_data = np.random.rand(1, 784).astype("float32")
- data = tvm.nd.array(raw_data, dev)
+ data = tvm.runtime.tensor(raw_data, dev)
cpu_out = vm["main"](data, *params_from_torch["main"]).numpy()
print(cpu_out)
@@ -698,8 +698,8 @@ We can deploy the IRModule on CPU by specifying the target as ``llvm``.
.. code-block:: none
- [[ 0.03640829 0.03212999 -0.17184496 -0.04892781 -0.01223419 -0.23245826
- 0.05115547 0.07258759 -0.01767325 0.12657765]]
+ [[-0.14978379 -0.19292057 0.0858646 0.00905413 -0.1950174 -0.21044648
+ 0.1846346 -0.10540345 0.06520307 0.00750431]]
@@ -749,8 +749,8 @@ Now we can compile the IRModule on GPU, the similar way as we did on CPU.
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(exec, dev)
# Need to allocate data and params on GPU device
- data = tvm.nd.array(raw_data, dev)
- gpu_params = [tvm.nd.array(p, dev) for p in params_from_torch["main"]]
+ data = tvm.runtime.tensor(raw_data, dev)
+ gpu_params = [tvm.runtime.tensor(p, dev) for p in params_from_torch["main"]]
gpu_out = vm["main"](data, *gpu_params).numpy()
print(gpu_out)
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as we did on CPU.
.. code-block:: none
- [[ 0.03640825 0.03212996 -0.17184488 -0.04892778 -0.0122342 -0.2324583
- 0.05115551 0.07258762 -0.01767325 0.12657762]]
+ [[-0.14978382 -0.19292054 0.08586458 0.00905415 -0.1950174 -0.2104465
+ 0.18463454 -0.10540348 0.06520308 0.00750428]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 482b087677..97f2f4e3ac 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -217,9 +217,9 @@ different devices.
device = tvm.cpu()
vm = relax.VirtualMachine(ex, device)
data = np.random.rand(1, 784).astype("float32")
- tvm_data = tvm.nd.array(data, device=device)
+ tvm_data = tvm.runtime.tensor(data, device=device)
params = [np.random.rand(*param.shape).astype("float32") for _, param in param_spec]
- params = [tvm.nd.array(param, device=device) for param in params]
+ params = [tvm.runtime.tensor(param, device=device) for param in params]
print(vm["forward"](tvm_data, *params).numpy())
@@ -230,8 +230,8 @@ different devices.
.. code-block:: none
- [[26022.896 26244.68 24152.863 24820.54 26495.053 24478.637 24778.158
- 24306.443 26635.44 24161.25 ]]
+ [[26479.828 26039.79 23647.625 25936.371 24782.043 27142.6 25999.883
+ 24527.857 26222.635 23797.988]]
@@ -249,14 +249,14 @@ with the minimum runtime support.
prefill_logits = vm["prefill"](inputs, weight, kv_cache)
decoded_logits = vm["decode"](inputs, weight, kv_cache)
-- TVM runtime comes with native data structures, such as NDArray, can also have zero
+- TVM runtime comes with native data structures, such as Tensor, can also have zero
copy exchange with existing ecosystem (DLPack exchange with PyTorch)
.. code-block:: Python
- # Convert PyTorch tensor to TVM NDArray
- x_tvm = tvm.nd.from_dlpack(x_torch.to_dlpack())
- # Convert TVM NDArray to PyTorch tensor
+ # Convert PyTorch tensor to TVM Tensor
+ x_tvm = tvm.runtime.from_dlpack(x_torch.to_dlpack())
+ # Convert TVM Tensor to PyTorch tensor
x_torch = torch.from_dlpack(x_tvm.to_dlpack())
- TVM runtime works in non-python environments, so it works on settings such as mobile
@@ -266,14 +266,14 @@ with the minimum runtime support.
// C++ snippet
runtime::Module vm = ex.GetFunction("load_executable")();
vm.GetFunction("init")(...);
- NDArray out = vm.GetFunction("prefill")(data, weight, kv_cache);
+ Tensor out = vm.GetFunction("prefill")(data, weight, kv_cache);
.. code-block:: Java
// Java snippet
Module vm = ex.getFunction("load_executable").invoke();
vm.getFunction("init").pushArg(...).invoke;
- NDArray out = vm.getFunction("prefill").pushArg(data).pushArg(weight).pushArg(kv_cache).invoke();
+ Tensor out = vm.getFunction("prefill").pushArg(data).pushArg(weight).pushArg(kv_cache).invoke();
.. GENERATED FROM PYTHON SOURCE LINES 189-194
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
index 2596a6a61b..1721b2a91f 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:09.892** total execution time for 2 files **from get_started/tutorials**:
+**00:10.492** total execution time for 2 files **from get_started/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
- - 00:09.702
+ - 00:10.282
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``quick_start.py``)
- - 00:00.191
+ - 00:00.210
- 0.0
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index 3f2b5bd96c..db89d30b31 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
@@ -236,8 +236,8 @@ compiler to relink them. Now `func` is a remote module object.
# create arrays on the remote device
dev = remote.cpu()
- a = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), dev)
- b = tvm.nd.array(np.zeros(1024, dtype=A.dtype), dev)
+ a = tvm.runtime.tensor(np.random.uniform(size=1024).astype(A.dtype), dev)
+ b = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev)
# the function will run on the remote device
func(a, b)
np.testing.assert_equal(b.numpy(), a.numpy() + 1)
@@ -274,7 +274,7 @@ device and returns the measured cost. Network overhead is excluded.
.. code-block:: none
- 1.312e-07 secs/op
+ 1.266e-07 secs/op
@@ -335,8 +335,8 @@ The following function shows how we run an OpenCL kernel remotely
# run
dev = remote.cl()
- a = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), dev)
- b = tvm.nd.array(np.zeros(1024, dtype=A.dtype), dev)
+ a = tvm.runtime.tensor(np.random.uniform(size=1024).astype(A.dtype), dev)
+ b = tvm.runtime.tensor(np.zeros(1024, dtype=A.dtype), dev)
func(a, b)
np.testing.assert_equal(b.numpy(), a.numpy() + 1)
print("OpenCL test passed!")
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 1310929881..c4437ceab2 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -406,8 +406,8 @@ We can build and deploy the optimized model to the TVM runtime.
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(ex, dev)
# Need to allocate data and params on GPU device
- data = tvm.nd.array(np.random.rand(*input_shape).astype("float32"), dev)
- gpu_params = [tvm.nd.array(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]
+ data = tvm.runtime.tensor(np.random.rand(*input_shape).astype("float32"), dev)
+ gpu_params = [tvm.runtime.tensor(np.random.rand(*p.shape).astype(p.dtype), dev) for _, p in params]
gpu_out = vm["forward"](data, *gpu_params).numpy()
print(gpu_out)
@@ -420,8 +420,8 @@ We can build and deploy the optimized model to the TVM runtime.
.. code-block:: none
- [[25253.564 24543.11 24946.188 25805.08 24778.307 23200.174 24536.75
- 22535.084 26200.426 25036.566]]
+ [[25785.705 25119.93 24851.2 25504.371 25296.812 24508.645 25490.615
+ 25987.39 26281.7 27258.93 ]]
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
index dc24c23a1f..c33c4bffd9 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -59,7 +59,7 @@ PyTorch.
.. code-block:: none
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
- 0%| | 0.00/44.7M [00:00<?, ?B/s] 39%|███▊ | 17.2M/44.7M [00:00<00:00, 180MB/s] 91%|█████████ | 40.8M/44.7M [00:00<00:00, 219MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 28%|██▊ | 12.5M/44.7M [00:00<00:00, 131MB/s] 72%|███████▏ | 32.2M/44.7M [00:00<00:00, 175MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 179MB/s]
@@ -174,8 +174,8 @@ We skip this step in the CI environment.
dev = tvm.device("cuda", 0)
vm = relax.VirtualMachine(ex, dev)
# Need to allocate data and params on GPU device
- gpu_data = tvm.nd.array(np.random.rand(1, 3, 224, 224).astype("float32"), dev)
- gpu_params = [tvm.nd.array(p, dev) for p in params["main"]]
+ gpu_data = tvm.runtime.tensor(np.random.rand(1, 3, 224, 224).astype("float32"), dev)
+ gpu_params = [tvm.runtime.tensor(p, dev) for p in params["main"]]
gpu_out = vm["main"](gpu_data, *gpu_params).numpy()
print(gpu_out.shape)
diff --git a/docs/_sources/how_to/tutorials/optimize_llm.rst.txt b/docs/_sources/how_to/tutorials/optimize_llm.rst.txt
index 28f101414f..4a27bb7763 100644
--- a/docs/_sources/how_to/tutorials/optimize_llm.rst.txt
+++ b/docs/_sources/how_to/tutorials/optimize_llm.rst.txt
@@ -634,7 +634,7 @@ and prepare the model parameters.
# Convert params into ndarray
params = [
- tvm.nd.array(param_dict[k].astype("float16"), device=dev) for k in named_params.keys()
+ tvm.runtime.tensor(param_dict[k].astype("float16"), device=dev) for k in named_params.keys()
]
@@ -681,7 +681,7 @@ the model documentation for the correct tokenization and prompt format.
input_len = len(prompt)
# Load prompt tokens into TVM ndarray on the target device
- tokens = tvm.nd.array(np.array(prompt).astype("int32"), device=dev)
+ tokens = tvm.runtime.tensor(np.array(prompt).astype("int32"), device=dev)
@@ -845,7 +845,7 @@ IRModule to generate the token.
print("The generated token:")
while last_token != tokenizer.eos_token_id:
- tokens = tvm.nd.array(np.array([last_token]).astype("int32"), device=dev)
+ tokens = tvm.runtime.tensor(np.array([last_token]).astype("int32"), device=dev)
hidden_states = embed(tokens, params)
begin_forward_func(kv_cache, ShapeTuple([seq_id]), ShapeTuple([1]))
logits, kv_cache = vm["decode"](hidden_states, kv_cache, params)
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
index 41b4ee2ba5..20c23cb767 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:39.605** total execution time for 4 files **from how_to/tutorials**:
+**01:01.296** total execution time for 4 files **from how_to/tutorials**:
.. container::
@@ -33,14 +33,14 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:37.964
+ - 00:59.521
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.728
+ - 00:00.804
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.685
+ - 00:00.718
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``)
- - 00:00.228
+ - 00:00.252
- 0.0
diff --git a/docs/_sources/reference/api/python/index.rst.txt b/docs/_sources/reference/api/python/index.rst.txt
index a233c69a01..c63784781c 100644
--- a/docs/_sources/reference/api/python/index.rst.txt
+++ b/docs/_sources/reference/api/python/index.rst.txt
@@ -34,7 +34,6 @@ Python API
:caption: tvm.runtime
runtime/runtime
- runtime/ndarray
runtime/vm
runtime/disco
runtime/profiling
diff --git a/docs/_sources/reference/api/python/runtime/ndarray.rst.txt b/docs/_sources/reference/api/python/runtime/ndarray.rst.txt
deleted file mode 100644
index 8c794f04b1..0000000000
--- a/docs/_sources/reference/api/python/runtime/ndarray.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. Licensed to the Apache Software Foundation (ASF) under one
- or more contributor license agreements. See the NOTICE file
- distributed with this work for additional information
- regarding copyright ownership. The ASF licenses this file
- to you under the Apache License, Version 2.0 (the
- "License"); you may not use this file except in compliance
- with the License. You may obtain a copy of the License at
-
-.. http://www.apache.org/licenses/LICENSE-2.0
-
-.. Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
-
-tvm.runtime.ndarray
--------------------
-.. automodule:: tvm.runtime.ndarray
- :members:
diff --git a/docs/_sources/reference/api/python/runtime/runtime.rst.txt b/docs/_sources/reference/api/python/runtime/runtime.rst.txt
index 4dd9d96533..ae373080ae 100644
--- a/docs/_sources/reference/api/python/runtime/runtime.rst.txt
+++ b/docs/_sources/reference/api/python/runtime/runtime.rst.txt
@@ -19,4 +19,3 @@ tvm.runtime
-----------
.. automodule:: tvm.runtime
:members:
- :exclude-members: NDArray
diff --git a/docs/_sources/sg_execution_times.rst.txt b/docs/_sources/sg_execution_times.rst.txt
index c16a45b544..bf26b7a423 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:50.194** total execution time for 10 files **from all galleries**:
+**01:12.598** total execution time for 10 files **from all galleries**:
.. container::
@@ -33,32 +33,32 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``../how_to/tutorials/optimize_llm.py``)
- - 00:37.964
+ - 00:59.521
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``../get_started/tutorials/ir_module.py``)
- - 00:09.702
+ - 00:10.282
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.728
+ - 00:00.804
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``../how_to/tutorials/customize_opt.py``)
- - 00:00.685
+ - 00:00.718
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.311
+ - 00:00.353
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.228
- - 0.0
- * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``../get_started/tutorials/quick_start.py``)
- - 00:00.191
+ - 00:00.252
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.189
+ - 00:00.224
+ - 0.0
+ * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``../get_started/tutorials/quick_start.py``)
+ - 00:00.210
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.121
+ - 00:00.149
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.076
+ - 00:00.084
- 0.0
diff --git a/docs/arch/index.html b/docs/arch/index.html
index d7db3eb827..f27fd8bb37 100644
--- a/docs/arch/index.html
+++ b/docs/arch/index.html
@@ -436,7 +436,7 @@ a target’s vector length would change the vectorization behavior.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">tvm</span>
<span class="c1"># Example runtime execution program in python, with type annotated</span>
<span class="n">mod</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Module</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">load_module</span><span class="p">(</span><span class="s2">"compiled_artifact.so"</span><span class="p">)</span>
-<span class="n">arr</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">NDArray</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><spa [...]
+<span class="n">arr</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Tensor</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span [...]
<span class="n">fun</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">PackedFunc</span> <span class="o">=</span> <span class="n">mod</span><span class="p">[</span><span class="s2">"addone"</span><span class="p">]</span>
<span class="n">fun</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">arr</span><span class="o">.</span><span class="n">numpy</span><span class="p">())</span>
@@ -444,7 +444,7 @@ a target’s vector length would change the vectorization behavior.</p>
</div>
<p><code class="xref py py-class docutils literal notranslate"><span class="pre">tvm.runtime.Module</span></code> encapsulates the result of compilation. A runtime.Module contains a GetFunction method to obtain PackedFuncs by name.</p>
<p><code class="xref py py-class docutils literal notranslate"><span class="pre">tvm.runtime.PackedFunc</span></code> is a type-erased function interface for both the generated functions. A runtime.PackedFunc can take arguments and return values with the
-following types: POD types(int, float), string, runtime.PackedFunc, runtime.Module, runtime.NDArray, and other sub-classes of runtime.Object.</p>
+following types: POD types(int, float), string, runtime.PackedFunc, runtime.Module, runtime.Tensor, and other sub-classes of runtime.Object.</p>
<p><code class="xref py py-class docutils literal notranslate"><span class="pre">tvm.runtime.Module</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">tvm.runtime.PackedFunc</span></code> are powerful mechanisms to modularize the runtime. For example, to get the above <cite>addone</cite> function on CUDA, we can use LLVM to generate the host-side code to compute the launching parameters(e.g. size of the thread groups) and then call into anothe [...]
<p>The above example only deals with a simple <cite>addone</cite> function. The code snippet below gives an example of an end-to-end model execution using the same interface:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">tvm</span>
@@ -452,7 +452,7 @@ following types: POD types(int, float), string, runtime.PackedFunc, runtime.Modu
<span class="n">factory</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Module</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">load_module</span><span class="p">(</span><span class="s2">"resnet18.so"</span><span class="p">)</span>
<span class="c1"># Create a stateful graph execution module for resnet18 on cuda(0)</span>
<span class="n">gmod</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Module</span> <span class="o">=</span> <span class="n">factory</span><span class="p">[</span><span class="s2">"resnet18"</span><span class="p">](</span><span class="n">tvm</span><span class="o">.</span><span class="n">cuda</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="n">data</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">NDArray</span> <span class="o">=</span> <span class="n">get_input_data</span><span class="p">()</span>
+<span class="n">data</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Tensor</span> <span class="o">=</span> <span class="n">get_input_data</span><span class="p">()</span>
<span class="c1"># set input</span>
<span class="n">gmod</span><span class="p">[</span><span class="s2">"set_input"</span><span class="p">](</span><span class="mi">0</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
<span class="c1"># execute the model</span>
diff --git a/docs/commit_hash b/docs/commit_hash
index 49d3729620..a3bf6483d4 100644
--- a/docs/commit_hash
+++ b/docs/commit_hash
@@ -1 +1 @@
-d3a5811ba8940cee43a67c400f84868e1241262a
+3c36ce2ec63e6809294597c7f7a3bec90790b898
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html b/docs/deep_dive/relax/tutorials/relax_creation.html
index 480e7628f9..049af91697 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -191,22 +191,10 @@
<li class="toctree-l1"><a class="reference internal" href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep Dive</span></p>
-<ul class="current">
+<ul>
<li class="toctree-l1"><a class="reference internal" href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">Relax</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" href="../abstraction.html">Graph Abstraction for ML Models</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../learning.html">Understand Relax Abstraction</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" href="#">Relax Creation</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#create-relax-programs-using-tvmscript">Create Relax programs using TVMScript</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#create-relax-programs-using-nnmodule-api">Create Relax programs using NNModule API</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#create-relax-programs-using-block-builder-api">Create Relax programs using Block Builder API</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#summary">Summary</a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="relax_transformation.html">Transformation</a></li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal" href="../index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html b/docs/deep_dive/relax/tutorials/relax_transformation.html
index e6c76a0897..a6c7e8bf6b 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -191,21 +191,10 @@
<li class="toctree-l1"><a class="reference internal" href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep Dive</span></p>
-<ul class="current">
+<ul>
<li class="toctree-l1"><a class="reference internal" href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">Relax</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" href="../abstraction.html">Graph Abstraction for ML Models</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../learning.html">Understand Relax Abstraction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="relax_creation.html">Relax Creation</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" href="#">Transformation</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#apply-transformations">Apply transformations</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#custom-passes">Custom Passes</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#summary">Summary</a></li>
-</ul>
-</li>
-</ul>
-</li>
+<li class="toctree-l1"><a class="reference internal" href="../index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index dcb7489eef..9cb39c8508 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.198</strong> total execution time for 2 files <strong>from deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.233</strong> total execution time for 2 files <strong>from deep_dive/relax/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -315,11 +315,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span class="std std-ref">Relax Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.121</p></td>
+<td><p>00:00.149</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span class="std std-ref">Transformation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.076</p></td>
+<td><p>00:00.084</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index abdd51d979..9251a74439 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.500</strong> total execution time for 2 files <strong>from deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.577</strong> total execution time for 2 files <strong>from deep_dive/tensor_ir/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -315,11 +315,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span class="std std-ref">Transformation</span></a> (<code class="docutils literal notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.311</p></td>
+<td><p>00:00.353</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span class="std std-ref">TensorIR Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.189</p></td>
+<td><p>00:00.224</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 3e00d8bc2b..c42f894409 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -477,9 +477,9 @@ be used to ascertain the shape and data type of a TensorIR.</p>
</div>
<p>Now let’s check the runtime dynamic shape inference:</p>
<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">evaluate_dynamic_shape</span><span class="p">(</span><span class="n">lib</span><span class="p">:</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span> <span class="n">m</span><span class="p">:</span> <span class="nb">int</span><spa [...]
- <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">A</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span>< [...]
- <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">B</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span>< [...]
- <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">C</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span>< [...]
+ <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">A</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</ [...]
+ <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">B</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</ [...]
+ <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">C</span></a> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</ [...]
<span class="n">lib</span><span class="p">(</span><a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">A</span></a><span class="p">,</span> <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">B</span>< [...]
<span class="k">return</span> <a href="../../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" class="sphx-glr-backref-module-tvm-te sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">C</span><span class="o">.</span><span class="n">numpy</span></a><span class="p">()</span>
@@ -491,17 +491,17 @@ be used to ascertain the shape and data type of a TensorIR.</p>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluate_dynamic_shape</span><span class="p">(</span><span class="n">dyn_shape_lib</span><span class="p">,</span> <span class="n">m</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <a href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" title="tvm.tir.IterVar" class="sphx-glr-ba [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[0.6620587 0.38527575 0.52669114 0.19007955]
- [0.8173982 0.9689574 1.67394 0.6241089 ]
- [1.021216 0.5943705 0.91835314 0.21332136]
- [0.9446099 1.0006393 1.4926908 0.58931535]]
-[[28.566439 30.900723 33.940758 ... 30.41476 32.363663 29.522621]
- [32.07449 34.690025 36.753742 ... 35.435654 36.573193 30.889528]
- [30.61754 33.364944 34.565792 ... 30.96752 33.205338 29.402096]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[1.1130311 1.1375782 1.7478633 0.75822973]
+ [1.2716627 0.8340998 1.5347583 0.4702139 ]
+ [1.2952837 1.4297214 1.7849457 0.8209437 ]
+ [1.059405 0.8055895 1.2804124 0.5178513 ]]
+[[33.347946 31.280647 32.08257 ... 34.3747 32.47263 35.449577]
+ [32.38861 31.438011 30.97963 ... 31.581573 29.07629 32.26678 ]
+ [31.838501 31.957277 33.590572 ... 34.392742 34.057476 36.063854]
...
- [28.941334 31.856556 33.07499 ... 31.79661 32.927162 27.932846]
- [30.2527 35.422256 33.844425 ... 33.00932 35.034756 29.539103]
- [29.812138 32.856354 33.673973 ... 31.394247 33.607193 30.779392]]
+ [33.35091 32.953514 36.373203 ... 33.398666 33.222862 35.39854 ]
+ [33.709038 31.811907 31.553864 ... 31.654907 31.487556 36.199783]
+ [30.343685 29.00066 29.522648 ... 28.015524 29.906738 31.44452 ]]
</pre></div>
</div>
</section>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 81179f8150..1f7b573357 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -350,9 +350,9 @@ original implementation.</p>
<span class="n">b_np</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">))</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"floa [...]
<span class="n">c_np</span> <span class="o">=</span> <span class="n">a_np</span> <span class="o">@</span> <span class="n">b_np</span>
-<span class="n">a_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">a_np</span><span class="p">)</span>
-<span class="n">b_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">b_np</span><span class="p">)</span>
-<span class="n">c_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">"float3 [...]
+<span class="n">a_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">a_np</span><span class="p">)</span>
+<span class="n">b_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">b_np</span><span class="p">)</span>
+<span class="n">c_nd</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">" [...]
<span class="k">def</span><span class="w"> </span><span class="nf">evaluate</span><span class="p">(</span><span class="n">mod</span><span class="p">:</span> <a href="../../../reference/api/python/ir.html#tvm.ir.Node" title="tvm.ir.Node" class="sphx-glr-backref-module-tvm-ir sphx-glr-backref-type-py-class"><span class="n">tvm</span><span class="o">.</span><span class="n">IRModule</span></a><span class="p">):</span>
@@ -370,7 +370,7 @@ original implementation.</p>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.2318 2.2318 2.2318 2.2318 0.0000
+ 2.3121 2.3121 2.3121 2.3121 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -466,7 +466,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8479 0.8479 0.8479 0.8479 0.0000
+ 0.8682 0.8682 0.8682 0.8682 0.0000
</pre></div>
</div>
</section>
@@ -560,7 +560,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3188 0.3188 0.3188 0.3188 0.0000
+ 0.3316 0.3316 0.3316 0.3316 0.0000
</pre></div>
</div>
</section>
diff --git a/docs/genindex.html b/docs/genindex.html
index 640b94cbd9..34b8853bf5 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -496,11 +496,11 @@
<li><a href="reference/api/python/target.html#tvm.target.Target.arch">arch (tvm.target.Target property)</a>
</li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.argmax">argmax() (in module tvm.relax.op)</a>
-</li>
- <li><a href="reference/api/python/relax/op.html#tvm.relax.op.op_attrs.ArgmaxArgminAttrs">ArgmaxArgminAttrs (class in tvm.relax.op.op_attrs)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
+ <li><a href="reference/api/python/relax/op.html#tvm.relax.op.op_attrs.ArgmaxArgminAttrs">ArgmaxArgminAttrs (class in tvm.relax.op.op_attrs)</a>
+</li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.argmin">argmin() (in module tvm.relax.op)</a>
</li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.argsort">argsort() (in module tvm.relax.op)</a>
@@ -510,8 +510,6 @@
<li><a href="reference/api/python/target.html#tvm.target.arm_cpu">arm_cpu() (in module tvm.target)</a>
</li>
<li><a href="reference/api/python/ir.html#tvm.ir.Array">Array (class in tvm.ir)</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.array">array() (in module tvm.runtime.ndarray)</a>
</li>
<li><a href="reference/api/python/tir/schedule.html#tvm.tir.schedule.Trace.as_json">as_json() (tvm.tir.schedule.Trace method)</a>
</li>
@@ -1085,14 +1083,14 @@
</li>
<li><a href="reference/api/python/rpc.html#tvm.rpc.connect_tracker">connect_tracker() (in module tvm.rpc)</a>
</li>
+ </ul></td>
+ <td style="width: 33%; vertical-align: top;"><ul>
<li><a href="reference/api/python/relax/relax.html#tvm.relax.const">const() (in module tvm.relax)</a>
<ul>
<li><a href="reference/api/python/te.html#tvm.te.const">(in module tvm.te)</a>
</li>
</ul></li>
- </ul></td>
- <td style="width: 33%; vertical-align: top;"><ul>
<li><a href="reference/api/python/relax/relax.html#tvm.relax.Constant">Constant (class in tvm.relax)</a>
</li>
<li><a href="reference/api/python/relax/analysis.html#tvm.relax.analysis.contains_impure_call">contains_impure_call() (in module tvm.relax.analysis)</a>
@@ -1198,12 +1196,8 @@
<li><a href="reference/api/python/runtime/disco.html#tvm.runtime.disco.Session.copy_from_worker_0">copy_from_worker_0() (tvm.runtime.disco.Session method)</a>
</li>
<li><a href="reference/api/python/runtime/disco.html#tvm.runtime.disco.Session.copy_to_worker_0">copy_to_worker_0() (tvm.runtime.disco.Session method)</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.NDArray.copyfrom">copyfrom() (tvm.runtime.ndarray.NDArray method)</a>
</li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.copysign">copysign() (in module tvm.tir)</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.NDArray.copyto">copyto() (tvm.runtime.ndarray.NDArray method)</a>
</li>
<li><a href="reference/api/python/topi.html#tvm.topi.nn.correlation_nchw">correlation_nchw() (in module tvm.topi.nn)</a>
</li>
@@ -1585,12 +1579,8 @@
</li>
<li><a href="reference/api/python/relax/block_builder.html#tvm.relax.block_builder.BlockBuilder.emit_te">emit_te() (tvm.relax.block_builder.BlockBuilder method)</a>
</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.empty">empty() (in module tvm.runtime.ndarray)</a>
-
- <ul>
- <li><a href="reference/api/python/runtime/disco.html#tvm.runtime.disco.Session.empty">(tvm.runtime.disco.Session method)</a>
+ <li><a href="reference/api/python/runtime/disco.html#tvm.runtime.disco.Session.empty">empty() (tvm.runtime.disco.Session method)</a>
</li>
- </ul></li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.grad.end_checkpoint">end_checkpoint() (in module tvm.relax.op.grad)</a>
</li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.end_profile_intrinsic">end_profile_intrinsic() (in module tvm.tir)</a>
@@ -1633,10 +1623,10 @@
<li><a href="reference/api/python/tir/tir.html#tvm.tir.erf">(in module tvm.tir)</a>
</li>
</ul></li>
- </ul></td>
- <td style="width: 33%; vertical-align: top;"><ul>
<li><a href="reference/api/python/relax/analysis.html#tvm.relax.analysis.estimate_memory_usage">estimate_memory_usage() (in module tvm.relax.analysis)</a>
</li>
+ </ul></td>
+ <td style="width: 33%; vertical-align: top;"><ul>
<li><a href="reference/api/python/tir/analysis.html#tvm.tir.analysis.analysis.estimate_tir_flops">estimate_tir_flops() (in module tvm.tir.analysis.analysis)</a>
</li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.Evaluate">Evaluate (class in tvm.tir)</a>
@@ -1826,8 +1816,6 @@
<li><a href="reference/api/python/dlight.html#tvm.dlight.ScheduleRule.from_callable">from_callable() (tvm.dlight.ScheduleRule static method)</a>
</li>
<li><a href="reference/api/python/target.html#tvm.target.Target.from_device">from_device() (tvm.target.Target static method)</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.from_dlpack">from_dlpack() (in module tvm.runtime.ndarray)</a>
</li>
<li><a href="reference/api/python/relax/frontend.html#tvm.relax.frontend.torch.from_exported_program">from_exported_program() (in module tvm.relax.frontend.torch)</a>
</li>
@@ -2718,10 +2706,10 @@
<li><a href="reference/api/python/ir.html#tvm.ir.Map">Map (class in tvm.ir)</a>
</li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.IndexMap.map_indices">map_indices() (tvm.tir.IndexMap method)</a>
-</li>
- <li><a href="reference/api/python/tir/tir.html#tvm.tir.IndexMap.map_ndarray">map_ndarray() (tvm.tir.IndexMap method)</a>
</li>
<li><a href="reference/api/python/tir/tir.html#tvm.tir.IndexMap.map_shape">map_shape() (tvm.tir.IndexMap method)</a>
+</li>
+ <li><a href="reference/api/python/tir/tir.html#tvm.tir.IndexMap.map_tensor">map_tensor() (tvm.tir.IndexMap method)</a>
</li>
<li><a href="reference/api/python/relax/op.html#tvm.relax.op.masked_fill">masked_fill() (in module tvm.relax.op)</a>
</li>
@@ -2849,6 +2837,8 @@
</li>
<li><a href="reference/api/python/target.html#tvm.target.Target.model">model (tvm.target.Target property)</a>
</li>
+ </ul></td>
+ <td style="width: 33%; vertical-align: top;"><ul>
<li>
module
@@ -2942,8 +2932,6 @@
<li><a href="reference/api/python/runtime/runtime.html#module-tvm.runtime">tvm.runtime</a>
</li>
<li><a href="reference/api/python/runtime/disco.html#module-tvm.runtime.disco">tvm.runtime.disco</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#module-tvm.runtime.ndarray">tvm.runtime.ndarray</a>
</li>
<li><a href="reference/api/python/runtime/profiling.html#module-tvm.runtime.profiling">tvm.runtime.profiling</a>
</li>
@@ -2970,8 +2958,6 @@
<li><a href="reference/api/python/transform.html#module-tvm.transform">tvm.transform</a>
</li>
</ul></li>
- </ul></td>
- <td style="width: 33%; vertical-align: top;"><ul>
<li><a href="reference/api/python/transform.html#tvm.transform.module_pass">module_pass() (in module tvm.transform)</a>
</li>
<li><a href="reference/api/python/transform.html#tvm.transform.ModulePass">ModulePass (class in tvm.transform)</a>
@@ -3019,8 +3005,6 @@
<li><a href="reference/api/python/topi.html#tvm.topi.image.nchw_pack_layout">nchw_pack_layout() (in module tvm.topi.image)</a>
</li>
<li><a href="reference/api/python/topi.html#tvm.topi.image.nchw_xc_layout">nchw_xc_layout() (in module tvm.topi.image)</a>
-</li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.NDArray">NDArray (class in tvm.runtime.ndarray)</a>
</li>
<li><a href="reference/api/python/te.html#tvm.te.Tensor.ndim">ndim (tvm.te.Tensor property)</a>
</li>
@@ -3100,8 +3084,6 @@
<li><a href="reference/api/python/runtime/disco.html#tvm.runtime.disco.Session.num_workers">(tvm.runtime.disco.Session property)</a>
</li>
</ul></li>
- <li><a href="reference/api/python/runtime/ndarray.html#tvm.runtime.ndarray.NDArray.numpy">numpy() (tvm.runtime.ndarray.NDArray method)</a>
-</li>
</ul></td>
</tr></table>
@@ -4442,6 +4424,8 @@
<li><a href="reference/api/python/contrib.html#module-tvm.contrib.pickle_memoize">module</a>
</li>
</ul></li>
+ </ul></td>
+ <td style="width: 33%; vertical-align: top;"><ul>
<li>
tvm.contrib.random
@@ -4449,8 +4433,6 @@
<li><a href="reference/api/python/contrib.html#module-tvm.contrib.random">module</a>
</li>
</ul></li>
- </ul></td>
- <td style="width: 33%; vertical-align: top;"><ul>
<li>
tvm.contrib.rocblas
@@ -4673,13 +4655,6 @@
<ul>
<li><a href="reference/api/python/runtime/disco.html#module-tvm.runtime.disco">module</a>
-</li>
- </ul></li>
- <li>
- tvm.runtime.ndarray
-
- <ul>
- <li><a href="reference/api/python/runtime/ndarray.html#module-tvm.runtime.ndarray">module</a>
</li>
</ul></li>
<li>
diff --git a/docs/get_started/tutorials/ir_module.html b/docs/get_started/tutorials/ir_module.html
index 866beaba35..7571504535 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -808,13 +808,13 @@ backends.</p>
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class"><span class=" [...]
<span class="n">raw_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">784</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float32"</span><span class="p">)</span>
-<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">raw_data</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
+<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">raw_data</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
<span class="n">cpu_out</span> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"main"</span><span class="p">](</span><span class="n">data</span><span class="p">,</span> <span class="o">*</span><a href="https:// [...]
<span class="nb">print</span><span class="p">(</span><span class="n">cpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[ 0.03640829 0.03212999 -0.17184496 -0.04892781 -0.01223419 -0.23245826
- 0.05115547 0.07258759 -0.01767325 0.12657765]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.14978379 -0.19292057 0.0858646 0.00905413 -0.1950174 -0.21044648
+ 0.1846346 -0.10540345 0.06520307 0.00750431]]
</pre></div>
</div>
</section>
@@ -839,8 +839,8 @@ the details of <code class="docutils literal notranslate"><span class="pre">DLig
<span class="n">dev</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">"cuda"</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class"><span class=" [...]
<span class="c1"># Need to allocate data and params on GPU device</span>
-<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">raw_data</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">gpu_params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">dev</s [...]
+<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">raw_data</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
+<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">gpu_params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n"> [...]
<span class="n">gpu_out</span> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"main"</span><span class="p">](</span><span class="n">data</span><span class="p">,</span> <span class="o">*</span><a href="https:// [...]
<span class="nb">print</span><span class="p">(</span><span class="n">gpu_out</span><span class="p">)</span>
@@ -848,8 +848,8 @@ the details of <code class="docutils literal notranslate"><span class="pre">DLig
<span class="k">assert</span> <span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">cpu_out</span><span class="p">,</span> <span class="n">gpu_out</span><span class="p">,</span> <span class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[ 0.03640825 0.03212996 -0.17184488 -0.04892778 -0.0122342 -0.2324583
- 0.05115551 0.07258762 -0.01767325 0.12657762]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.14978382 -0.19292054 0.08586458 0.00905415 -0.1950174 -0.2104465
+ 0.18463454 -0.10540348 0.06520308 0.00750428]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html b/docs/get_started/tutorials/quick_start.html
index 13e3204466..b6b327464a 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -453,14 +453,14 @@ different devices.</p>
<span class="n">device</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span>
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class"><span class=" [...]
<span class="n">data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">784</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float32"</span><span class="p">)</span>
-<span class="n">tvm_data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
+<span class="n">tvm_data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="o">*</span><span class="n">param</span><span class="o">.</sp [...]
-<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">param</span><span class="p">,</span> <span class="n">device [...]
+<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">param</span><span class="p">,</span> <span class="n"> [...]
<span class="nb">print</span><span class="p">(</span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"forward"</span><span class="p">](</span><span class="n">tvm_data</span><span class="p">,</span> <span class="o">*</span><a href="http [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[26022.896 26244.68 24152.863 24820.54 26495.053 24478.637 24778.158
- 24306.443 26635.44 24161.25 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[26479.828 26039.79 23647.625 25936.371 24782.043 27142.6 25999.883
+ 24527.857 26222.635 23797.988]]
</pre></div>
</div>
<p>Our goal is to bring machine learning to the application with any language of interest,
@@ -473,11 +473,11 @@ cases, we can call <code class="docutils literal notranslate"><span class="pre">
</pre></div>
</div>
</li>
-<li><p>TVM runtime comes with native data structures, such as NDArray, can also have zero
+<li><p>TVM runtime comes with native data structures, such as Tensor, can also have zero
copy exchange with existing ecosystem (DLPack exchange with PyTorch)</p>
-<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Convert PyTorch tensor to TVM NDArray</span>
-<span class="n">x_tvm</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">from_dlpack</span><span class="p">(</span><span class="n">x_torch</span><span class="o">.</span><span class="n">to_dlpack</span><span class="p">())</span>
-<span class="c1"># Convert TVM NDArray to PyTorch tensor</span>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Convert PyTorch tensor to TVM Tensor</span>
+<span class="n">x_tvm</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">from_dlpack</span><span class="p">(</span><span class="n">x_torch</span><span class="o">.</span><span class="n">to_dlpack</span><span class="p">())</span>
+<span class="c1"># Convert TVM Tensor to PyTorch tensor</span>
<span class="n">x_torch</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_dlpack</span><span class="p">(</span><span class="n">x_tvm</span><span class="o">.</span><span class="n">to_dlpack</span><span class="p">())</span>
</pre></div>
</div>
@@ -486,13 +486,13 @@ copy exchange with existing ecosystem (DLPack exchange with PyTorch)</p>
<div class="highlight-C++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// C++ snippet</span>
<span class="n">runtime</span><span class="o">::</span><span class="n">Module</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/relax/relax.html#tvm.r [...]
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="n">GetFunction</span><span class="p">(</span><span class="s">"init"</span><span class="p">)(...);</span>
-<span class="n">NDArray</span><span class="w"> </span><span class="n">out</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="n">GetFunction</span><span class="p">(</span><spa [...]
+<span class="n">Tensor</span><span class="w"> </span><span class="n">out</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="n">GetFunction</span><span class="p">(</span><span [...]
</pre></div>
</div>
<div class="highlight-Java notranslate"><div class="highlight"><pre><span></span><span class="c1">// Java snippet</span>
<span class="n">Module</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/relax/relax.html#tvm.relax.VMExecutable" title="tvm.relax.VMExecutable" class [...]
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="na">getFunction</span><span class="p">(</span><span class="s">"init"</span><span class="p">).</span><span class="na">pushArg</span><span class="p">(...).</span><span class="na">invoke</span>< [...]
-<span class="n">NDArray</span><span class="w"> </span><span class="n">out</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="na">getFunction</span><span class="p">(</span><sp [...]
+<span class="n">Tensor</span><span class="w"> </span><span class="n">out</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">.</span><span class="na">getFunction</span><span class="p">(</span><spa [...]
</pre></div>
</div>
</li>
diff --git a/docs/get_started/tutorials/sg_execution_times.html b/docs/get_started/tutorials/sg_execution_times.html
index 9b1bbc6f76..e4d6eb4f91 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
<section id="computation-times">
<span id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:09.892</strong> total execution time for 2 files <strong>from get_started/tutorials</strong>:</p>
+<p><strong>00:10.492</strong> total execution time for 2 files <strong>from get_started/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -315,11 +315,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span class="std std-ref">IRModule</span></a> (<code class="docutils literal notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:09.702</p></td>
+<td><p>00:10.282</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span class="std std-ref">Quick Start</span></a> (<code class="docutils literal notranslate"><span class="pre">quick_start.py</span></code>)</p></td>
-<td><p>00:00.191</p></td>
+<td><p>00:00.210</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 6525181f76..5a71a944f1 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -457,8 +457,8 @@ compiler to relink them. Now <cite>func</cite> is a remote module object.</p>
<span class="c1"># create arrays on the remote device</span>
<span class="n">dev</span> <span class="o">=</span> <a href="../../reference/api/python/rpc.html#tvm.rpc.RPCSession.cpu" title="tvm.rpc.RPCSession.cpu" class="sphx-glr-backref-module-tvm-rpc sphx-glr-backref-type-py-method"><span class="n">remote</span><span class="o">.</span><span class="n">cpu</span></a><span class="p">()</span>
-<span class="n">a</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">1024</span><span class="p">)</span><span class="o">.</span><span cl [...]
-<span class="n">b</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><a href="../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" clas [...]
+<span class="n">a</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">1024</span><span class="p">)</span><span class="o">.</span><s [...]
+<span class="n">b</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><a href="../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor [...]
<span class="c1"># the function will run on the remote device</span>
<span class="n">func</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">testing</span><span class="o">.</span><span class="n">assert_equal</span><span class="p">(</span><span class="n">b</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">a</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
@@ -474,7 +474,7 @@ device and returns the measured cost. Network overhead is excluded.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="si">%g</span><span class="s2"> secs/op"</span> <span class="o">%</span> <span class="n">cost</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>1.312e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>1.266e-07 secs/op
</pre></div>
</div>
</section>
@@ -522,8 +522,8 @@ make<span class="w"> </span>runtime<span class="w"> </span>-j4
<span class="c1"># run</span>
<span class="n">dev</span> <span class="o">=</span> <a href="../../reference/api/python/rpc.html#tvm.rpc.RPCSession.cl" title="tvm.rpc.RPCSession.cl" class="sphx-glr-backref-module-tvm-rpc sphx-glr-backref-type-py-method"><span class="n">remote</span><span class="o">.</span><span class="n">cl</span></a><span class="p">()</span>
- <span class="n">a</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">1024</span><span class="p">)</span><span class="o">.</span><spa [...]
- <span class="n">b</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><a href="../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Tensor" [...]
+ <span class="n">a</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">1024</span><span class="p">)</span><span class="o">.</spa [...]
+ <span class="n">b</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><a href="../../reference/api/python/te.html#tvm.te.Tensor" title="tvm.te.Te [...]
<span class="n">func</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">testing</span><span class="o">.</span><span class="n">assert_equal</span><span class="p">(</span><span class="n">b</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">a</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"OpenCL test passed!"</span><span class="p">)</span>
diff --git a/docs/how_to/tutorials/customize_opt.html b/docs/how_to/tutorials/customize_opt.html
index 0b44ba1dd5..cce47b1c7b 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -602,14 +602,14 @@ pushing the performance to the limit. The current optimization may not be the be
<span class="n">dev</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">"cuda"</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class"><span class=" [...]
<span class="c1"># Need to allocate data and params on GPU device</span>
-<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="o">*</span><a href="https://docs.python.org/3/library/stdtypes.html#tuple" title="builtins.tuple" class="sphx-glr-backref- [...]
-<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">gpu_params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random [...]
+<span class="n">data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="o">*</span><a href="https://docs.python.org/3/library/stdtypes.html#tuple" title="builtins.tuple" class="sphx-glr-ba [...]
+<a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">gpu_params</span></a> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n"> [...]
<span class="n">gpu_out</span> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"forward"</span><span class="p">](</span><span class="n">data</span><span class="p">,</span> <span class="o">*</span><a href="https [...]
<span class="nb">print</span><span class="p">(</span><span class="n">gpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25253.564 24543.11 24946.188 25805.08 24778.307 23200.174 24536.75
- 22535.084 26200.426 25036.566]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25785.705 25119.93 24851.2 25504.371 25296.812 24508.645 25490.615
+ 25987.39 26281.7 27258.93 ]]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/e2e_opt_model.html b/docs/how_to/tutorials/e2e_opt_model.html
index caccd7b33d..c4c54d66c1 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -330,9 +330,9 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth" to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
0%| | 0.00/44.7M [00:00<?, ?B/s]
- 39%|███▊ | 17.2M/44.7M [00:00<00:00, 180MB/s]
- 91%|█████████ | 40.8M/44.7M [00:00<00:00, 219MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
+ 28%|██▊ | 12.5M/44.7M [00:00<00:00, 131MB/s]
+ 72%|███████▏ | 32.2M/44.7M [00:00<00:00, 175MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 179MB/s]
</pre></div>
</div>
</section>
@@ -408,8 +408,8 @@ We skip this step in the CI environment.</p>
<span class="n">dev</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">"cuda"</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">vm</span> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class"><span class="n">relax</span><span class="o">.</span><span class="n">VirtualMachine</span></a><span class="p">(</span><span class="n">ex</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
<span class="c1"># Need to allocate data and params on GPU device</span>
- <span class="n">gpu_data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span> [...]
- <span class="n">gpu_params</span> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span><span class="p">[</span><span class="s2">" [...]
+ <span class="n">gpu_data</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224< [...]
+ <span class="n">gpu_params</span> <span class="o">=</span> <span class="p">[</span><span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span><span class="p">[</span><span class="s2" [...]
<span class="n">gpu_out</span> <span class="o">=</span> <span class="n">vm</span><span class="p">[</span><span class="s2">"main"</span><span class="p">](</span><span class="n">gpu_data</span><span class="p">,</span> <span class="o">*</span><span class="n">gpu_params</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">gpu_out</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
diff --git a/docs/how_to/tutorials/optimize_llm.html b/docs/how_to/tutorials/optimize_llm.html
index 92b31f17da..c66e83000b 100644
--- a/docs/how_to/tutorials/optimize_llm.html
+++ b/docs/how_to/tutorials/optimize_llm.html
@@ -786,7 +786,7 @@ are not available in the CI environment.</p>
<span class="c1"># Convert params into ndarray</span>
<span class="n">params</span> <span class="o">=</span> <span class="p">[</span>
- <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">param_dict</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float16"</span><span class="p">),</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><sp [...]
+ <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">param_dict</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float16"</span><span class="p">),</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</sp [...]
<span class="p">]</span>
</pre></div>
</div>
@@ -815,7 +815,7 @@ the model documentation for the correct tokenization and prompt format.</p>
<span class="n">input_len</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">prompt</span><span class="p">)</span>
<span class="c1"># Load prompt tokens into TVM ndarray on the target device</span>
- <span class="n">tokens</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">prompt</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"int32"</span><span clas [...]
+ <span class="n">tokens</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">prompt</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"int32"</span><spa [...]
</pre></div>
</div>
</section>
@@ -894,7 +894,7 @@ IRModule to generate the token.</p>
<span class="nb">print</span><span class="p">(</span><span class="s2">"The generated token:"</span><span class="p">)</span>
<span class="k">while</span> <span class="n">last_token</span> <span class="o">!=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">eos_token_id</span><span class="p">:</span>
- <span class="n">tokens</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">last_token</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"int32"</span> [...]
+ <span class="n">tokens</span> <span class="o">=</span> <span class="n">tvm</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">last_token</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"int32"< [...]
<span class="n">hidden_states</span> <span class="o">=</span> <span class="n">embed</span><span class="p">(</span><span class="n">tokens</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span>
<span class="n">begin_forward_func</span><span class="p">(</span><span class="n">kv_cache</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#tuple" title="builtins.tuple" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class"><span class="n">ShapeTuple</span></a><span class="p">([</span><span class="n">seq_id</span><span class="p">]),</span> <a href="https://docs.python.org/3/library/stdtypes.html#tuple" title="builtins.tuple" [...]
<span class="n">logits</span><span class="p">,</span> <span class="n">kv_cache</span> <span class="o">=</span> <a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"decode"</span><span class="p">](</span><span class="n">hidden_state [...]
diff --git a/docs/how_to/tutorials/sg_execution_times.html b/docs/how_to/tutorials/sg_execution_times.html
index 270e139a6b..b2509494ea 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -293,7 +293,7 @@
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:39.605</strong> total execution time for 4 files <strong>from how_to/tutorials</strong>:</p>
+<p><strong>01:01.296</strong> total execution time for 4 files <strong>from how_to/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -315,19 +315,19 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span class="std std-ref">Optimize Large Language Model</span></a> (<code class="docutils literal notranslate"><span class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:37.964</p></td>
+<td><p>00:59.521</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils literal notranslate"><span class="pre">e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.728</p></td>
+<td><p>00:00.804</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span class="std std-ref">Customize Optimization</span></a> (<code class="docutils literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
-<td><p>00:00.685</p></td>
+<td><p>00:00.718</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span class="std std-ref">Cross Compilation and RPC</span></a> (<code class="docutils literal notranslate"><span class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.228</p></td>
+<td><p>00:00.252</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/objects.inv b/docs/objects.inv
index 1623ae10b2..2dcd358754 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/py-modindex.html b/docs/py-modindex.html
index a31d495083..08dfb97624 100644
--- a/docs/py-modindex.html
+++ b/docs/py-modindex.html
@@ -524,11 +524,6 @@
<td>   
<a href="reference/api/python/runtime/disco.html#module-tvm.runtime.disco"><code class="xref">tvm.runtime.disco</code></a></td><td>
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