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So, the latest formulation is much better, but there are still some problems with this setup. You can push-forward cycles via morphisms, but rational maps are trickier.

First of all if the inverse of $f$ contracts a divisor, then $f_*$ does not (necessarily) respect linear equivalence. Here is an example. Let $X$ be your favorite smooth projective variety and $\pi:Y\to X$ the blow-up of a (closed) point $x\in X$. Let $f:X\dashrightarrow Y$ be the inverse of $\pi$ (as a rational map). Now let $\mathfrak d$ be a very ample linear system on $X$. If $D\in\mathfrak d$ is such that $x\not\in X$, then $f_*D\sim\pi^*D$ and if $D'\in\mathfrak d$ is such that $x\in D'$ and, for simplicity, the multiplicity of $D'$ at $x$ is $1$ (this happens for instance if $X=\mathbb P^n$ and $\mathfrak d$ is the hyperplane class), then $f_*D'=\pi^*D'-E \sim \pi^*D-E\sim f_*D-E$.

Therefore there is a short exact sequence of sheaves on $Y$: $$ 0\to \mathscr O_Y(f_*D')\to \mathscr O_Y(f_*D) \to \mathscr O_E \to 0. $$ Taking global sections one obtains another short exact sequence: $$ 0\to H^0(Y,\mathscr O_Y(f_*D'))\to H^0(Y,\mathscr O_Y(f_*D)) \to H^0(E,\mathscr O_E) \to 0. $$ Here the non-obvious exactness follows from the fact that $f_*D\cap E=\emptyset$ and hence the restriction of the corresponding section to $E$ is a non-zero global section of $\mathscr O_E$.

This shows that (using the OP's notation): $$ h^0(f_*D')= h^0(f_*D)-1. $$ On the other hand, from the projection formula it follows that $$ h^0(D)=h^0(f_*D) $$ and hence $$ h^0(D')=h^0(f_*D')+1 $$


OK, so we see that we better assume that the inverse of $f$ does not contract divisors. I assume you meant this to be part of the assumption that $f$ is a small modification, but you also seemed to be asking without that. Also, the above should warn you that using notation like $h^0(f_*D)$ is dangerous. The usage of $h^0$ suggests using the linear equivalence class of $D$, but $f_*D$ is not well-defined for that. Of course, this can still be done right, you just have to make sure to emphasize that $D$ is an explicit divisor, not a divisor class. (So for instance this is another reason why your original $D\in\mathrm{Pic}\\, X$ was bad).

Assuming that $f^{-1}$ does not contract divisors, there is of course a problem if $f$ contracts a divisor. Just take $D''=f_*D'$ from the above example. Clearly, $\pi_*D''=D'$ and we already saw that $$ h^0(D'')=h^0(\pi_*D'')-1. $$


So, we're left with the case when neither $f$ nor $f^{-1}$ contract any divisors. In this case it is indeed true what you want. Here is why:

The assumption means that in this case we have open sets $U\subseteq X$ and $V\subseteq Y$ such that $\mathrm{codim}_X(X\setminus U)\geq 2$, $\mathrm{codim}_Y(Y\setminus V)\geq 2$, and $f:U\to V$ is an isomorphism. In this case clearly we have that $$ H^0(X,\mathscr O_X(D)) = H^0(U,\mathscr O_U(D|_U)) = H^0(V,\mathscr O_V(f(D|_U))) = H^0(Y,\mathscr O_Y(f_*D)). $$ The middle equality is obvious the other two follows from the fact that $X$ and $Y$ are $S_2$. This is sometimes called the Hartog property. See this MO answerthis MO answer for more.


Note that this does not need $X$ and $Y$ to be smooth, only $S_2$. In order to deal with divisors you're probably better off assuming that they are normal. For some musings about that see this MO answerthis MO answer.

Also, to be fair, you asked for a relation in general, not equality so I assume you are aware of some of the above. I think that in general the relationship between $h^0(D)$ and $h^0(f_*D)$ will be very complicated and has to do with how $D$ relates to the exceptional divisor(s).

So, the latest formulation is much better, but there are still some problems with this setup. You can push-forward cycles via morphisms, but rational maps are trickier.

First of all if the inverse of $f$ contracts a divisor, then $f_*$ does not (necessarily) respect linear equivalence. Here is an example. Let $X$ be your favorite smooth projective variety and $\pi:Y\to X$ the blow-up of a (closed) point $x\in X$. Let $f:X\dashrightarrow Y$ be the inverse of $\pi$ (as a rational map). Now let $\mathfrak d$ be a very ample linear system on $X$. If $D\in\mathfrak d$ is such that $x\not\in X$, then $f_*D\sim\pi^*D$ and if $D'\in\mathfrak d$ is such that $x\in D'$ and, for simplicity, the multiplicity of $D'$ at $x$ is $1$ (this happens for instance if $X=\mathbb P^n$ and $\mathfrak d$ is the hyperplane class), then $f_*D'=\pi^*D'-E \sim \pi^*D-E\sim f_*D-E$.

Therefore there is a short exact sequence of sheaves on $Y$: $$ 0\to \mathscr O_Y(f_*D')\to \mathscr O_Y(f_*D) \to \mathscr O_E \to 0. $$ Taking global sections one obtains another short exact sequence: $$ 0\to H^0(Y,\mathscr O_Y(f_*D'))\to H^0(Y,\mathscr O_Y(f_*D)) \to H^0(E,\mathscr O_E) \to 0. $$ Here the non-obvious exactness follows from the fact that $f_*D\cap E=\emptyset$ and hence the restriction of the corresponding section to $E$ is a non-zero global section of $\mathscr O_E$.

This shows that (using the OP's notation): $$ h^0(f_*D')= h^0(f_*D)-1. $$ On the other hand, from the projection formula it follows that $$ h^0(D)=h^0(f_*D) $$ and hence $$ h^0(D')=h^0(f_*D')+1 $$


OK, so we see that we better assume that the inverse of $f$ does not contract divisors. I assume you meant this to be part of the assumption that $f$ is a small modification, but you also seemed to be asking without that. Also, the above should warn you that using notation like $h^0(f_*D)$ is dangerous. The usage of $h^0$ suggests using the linear equivalence class of $D$, but $f_*D$ is not well-defined for that. Of course, this can still be done right, you just have to make sure to emphasize that $D$ is an explicit divisor, not a divisor class. (So for instance this is another reason why your original $D\in\mathrm{Pic}\\, X$ was bad).

Assuming that $f^{-1}$ does not contract divisors, there is of course a problem if $f$ contracts a divisor. Just take $D''=f_*D'$ from the above example. Clearly, $\pi_*D''=D'$ and we already saw that $$ h^0(D'')=h^0(\pi_*D'')-1. $$


So, we're left with the case when neither $f$ nor $f^{-1}$ contract any divisors. In this case it is indeed true what you want. Here is why:

The assumption means that in this case we have open sets $U\subseteq X$ and $V\subseteq Y$ such that $\mathrm{codim}_X(X\setminus U)\geq 2$, $\mathrm{codim}_Y(Y\setminus V)\geq 2$, and $f:U\to V$ is an isomorphism. In this case clearly we have that $$ H^0(X,\mathscr O_X(D)) = H^0(U,\mathscr O_U(D|_U)) = H^0(V,\mathscr O_V(f(D|_U))) = H^0(Y,\mathscr O_Y(f_*D)). $$ The middle equality is obvious the other two follows from the fact that $X$ and $Y$ are $S_2$. This is sometimes called the Hartog property. See this MO answer for more.


Note that this does not need $X$ and $Y$ to be smooth, only $S_2$. In order to deal with divisors you're probably better off assuming that they are normal. For some musings about that see this MO answer.

Also, to be fair, you asked for a relation in general, not equality so I assume you are aware of some of the above. I think that in general the relationship between $h^0(D)$ and $h^0(f_*D)$ will be very complicated and has to do with how $D$ relates to the exceptional divisor(s).

So, the latest formulation is much better, but there are still some problems with this setup. You can push-forward cycles via morphisms, but rational maps are trickier.

First of all if the inverse of $f$ contracts a divisor, then $f_*$ does not (necessarily) respect linear equivalence. Here is an example. Let $X$ be your favorite smooth projective variety and $\pi:Y\to X$ the blow-up of a (closed) point $x\in X$. Let $f:X\dashrightarrow Y$ be the inverse of $\pi$ (as a rational map). Now let $\mathfrak d$ be a very ample linear system on $X$. If $D\in\mathfrak d$ is such that $x\not\in X$, then $f_*D\sim\pi^*D$ and if $D'\in\mathfrak d$ is such that $x\in D'$ and, for simplicity, the multiplicity of $D'$ at $x$ is $1$ (this happens for instance if $X=\mathbb P^n$ and $\mathfrak d$ is the hyperplane class), then $f_*D'=\pi^*D'-E \sim \pi^*D-E\sim f_*D-E$.

Therefore there is a short exact sequence of sheaves on $Y$: $$ 0\to \mathscr O_Y(f_*D')\to \mathscr O_Y(f_*D) \to \mathscr O_E \to 0. $$ Taking global sections one obtains another short exact sequence: $$ 0\to H^0(Y,\mathscr O_Y(f_*D'))\to H^0(Y,\mathscr O_Y(f_*D)) \to H^0(E,\mathscr O_E) \to 0. $$ Here the non-obvious exactness follows from the fact that $f_*D\cap E=\emptyset$ and hence the restriction of the corresponding section to $E$ is a non-zero global section of $\mathscr O_E$.

This shows that (using the OP's notation): $$ h^0(f_*D')= h^0(f_*D)-1. $$ On the other hand, from the projection formula it follows that $$ h^0(D)=h^0(f_*D) $$ and hence $$ h^0(D')=h^0(f_*D')+1 $$


OK, so we see that we better assume that the inverse of $f$ does not contract divisors. I assume you meant this to be part of the assumption that $f$ is a small modification, but you also seemed to be asking without that. Also, the above should warn you that using notation like $h^0(f_*D)$ is dangerous. The usage of $h^0$ suggests using the linear equivalence class of $D$, but $f_*D$ is not well-defined for that. Of course, this can still be done right, you just have to make sure to emphasize that $D$ is an explicit divisor, not a divisor class. (So for instance this is another reason why your original $D\in\mathrm{Pic}\\, X$ was bad).

Assuming that $f^{-1}$ does not contract divisors, there is of course a problem if $f$ contracts a divisor. Just take $D''=f_*D'$ from the above example. Clearly, $\pi_*D''=D'$ and we already saw that $$ h^0(D'')=h^0(\pi_*D'')-1. $$


So, we're left with the case when neither $f$ nor $f^{-1}$ contract any divisors. In this case it is indeed true what you want. Here is why:

The assumption means that in this case we have open sets $U\subseteq X$ and $V\subseteq Y$ such that $\mathrm{codim}_X(X\setminus U)\geq 2$, $\mathrm{codim}_Y(Y\setminus V)\geq 2$, and $f:U\to V$ is an isomorphism. In this case clearly we have that $$ H^0(X,\mathscr O_X(D)) = H^0(U,\mathscr O_U(D|_U)) = H^0(V,\mathscr O_V(f(D|_U))) = H^0(Y,\mathscr O_Y(f_*D)). $$ The middle equality is obvious the other two follows from the fact that $X$ and $Y$ are $S_2$. This is sometimes called the Hartog property. See this MO answer for more.


Note that this does not need $X$ and $Y$ to be smooth, only $S_2$. In order to deal with divisors you're probably better off assuming that they are normal. For some musings about that see this MO answer.

Also, to be fair, you asked for a relation in general, not equality so I assume you are aware of some of the above. I think that in general the relationship between $h^0(D)$ and $h^0(f_*D)$ will be very complicated and has to do with how $D$ relates to the exceptional divisor(s).

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Sándor Kovács
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So, the latest formulation is much better, but there are still some problems with this setup. You can push-forward cycles via morphisms, but rational maps are trickier.

First of all if the inverse of $f$ contracts a divisor, then $f_*$ does not (necessarily) respect linear equivalence. Here is an example. Let $X$ be your favorite smooth projective variety and $\pi:Y\to X$ the blow-up of a (closed) point $x\in X$. Let $f:X\dashrightarrow Y$ be the inverse of $\pi$ (as a rational map). Now let $\mathfrak d$ be a very ample linear system on $X$. If $D\in\mathfrak d$ is such that $x\not\in X$, then $f_*D\sim\pi^*D$ and if $D'\in\mathfrak d$ is such that $x\in D'$ and, for simplicity, the multiplicity of $D'$ at $x$ is $1$ (this happens for instance if $X=\mathbb P^n$ and $\mathfrak d$ is the hyperplane class), then $f_*D'=\pi^*D'-E \sim \pi^*D-E\sim f_*D-E$.

Therefore there is a short exact sequence of sheaves on $Y$: $$ 0\to \mathscr O_Y(f_*D')\to \mathscr O_Y(f_*D) \to \mathscr O_E \to 0. $$ Taking global sections one obtains another short exact sequence: $$ 0\to H^0(Y,\mathscr O_Y(f_*D'))\to H^0(Y,\mathscr O_Y(f_*D)) \to H^0(E,\mathscr O_E) \to 0. $$ Here the non-obvious exactness follows from the fact that $f_*D\cap E=\emptyset$ and hence the restriction of the corresponding section to $E$ is a non-zero global section of $\mathscr O_E$.

This shows that (using the OP's notation): $$ h^0(f_*D')= h^0(f_*D)-1. $$ On the other hand, from the projection formula it follows that $$ h^0(D)=h^0(f_*D) $$ and hence $$ h^0(D')=h^0(f_*D')+1 $$


OK, so we see that we better assume that the inverse of $f$ does not contract divisors. I assume you meant this to be part of the assumption that $f$ is a small modification, but you also seemed to be asking without that. Also, the above should warn you that using notation like $h^0(f_*D)$ is dangerous. The usage of $h^0$ suggests using the linear equivalence class of $D$, but $f_*D$ is not well-defined for that. Of course, this can still be done right, you just have to make sure to emphasize that $D$ is an explicit divisor, not a divisor class. (So for instance this is another reason why your original $D\in\mathrm{Pic}\\, X$ was bad).

Assuming that $f^{-1}$ does not contract divisors, there is of course a problem if $f$ contracts a divisor. Just take $D''=f_*D'$ from the above example. Clearly, $\pi_*D''=D'$ and we already saw that $$ h^0(D'')=h^0(\pi_*D'')-1. $$


So, we're left with the case when neither $f$ nor $f^{-1}$ contract any divisors. In this case it is indeed true what you want. Here is why:

The assumption means that in this case we have open sets $U\subseteq X$ and $V\subseteq Y$ such that $\mathrm{codim}_X(X\setminus U)\geq 2$, $\mathrm{codim}_Y(Y\setminus V)\geq 2$, and $f:U\to V$ is an isomorphism. In this case clearly we have that $$ H^0(X,\mathscr O_X(D)) = H^0(U,\mathscr O_U(D|_U)) = H^0(V,\mathscr O_V(f(D|_U))) = H^0(Y,\mathscr O_Y(f_*D)). $$ The middle equality is obvious the other two follows from the fact that $X$ and $Y$ are $S_2$. This is sometimes called the Hartog property. See this MO answer for more.


Note that this does not need $X$ and $Y$ to be smooth, only $S_2$. In order to deal with divisors you're probably better off assuming that they are normal. For some musings about that see this MO answer.

Also, to be fair, you asked for a relation in general, not equality so I assume you are aware of some of the above. I think that in general the relationship between $h^0(D)$ and $h^0(f_*D)$ will be very complicated and has to do with how $D$ relates to the exceptional divisor(s).